{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.layers import SimpleRNN, Embedding\n",
    "from tensorflow.keras.models import Sequential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"] = \"PCI_BUS_ID\"\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"3\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Model: \"sequential\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nembedding (Embedding)        (None, None, 32)          320000    \n_________________________________________________________________\nsimple_rnn (SimpleRNN)       (None, None, 32)          2080      \n_________________________________________________________________\nsimple_rnn_1 (SimpleRNN)     (None, None, 32)          2080      \n_________________________________________________________________\nsimple_rnn_2 (SimpleRNN)     (None, None, 32)          2080      \n_________________________________________________________________\nsimple_rnn_3 (SimpleRNN)     (None, 32)                2080      \n=================================================================\nTotal params: 328,320\nTrainable params: 328,320\nNon-trainable params: 0\n_________________________________________________________________\n"
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(Embedding(10000, 32))\n",
    "model.add(SimpleRNN(32, return_sequences=True))\n",
    "model.add(SimpleRNN(32, return_sequences=True))\n",
    "model.add(SimpleRNN(32, return_sequences=True))\n",
    "model.add(SimpleRNN(32))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.datasets import imdb\n",
    "from tensorflow.keras.preprocessing import sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Loding data...\n25000\n25000\nPad sequence (samples x time)\n(25000, 50)\n(25000, 50)\n"
    }
   ],
   "source": [
    "max_features = 10000\n",
    "maxlen = 50\n",
    "batch_size = 32\n",
    "\n",
    "print(\"Loding data...\")\n",
    "(input_train, y_train), (input_test, y_test) = imdb.load_data(num_words=max_features)\n",
    "print(len(input_train))\n",
    "print(len(input_test))\n",
    "\n",
    "print('Pad sequence (samples x time)')\n",
    "input_train = sequence.pad_sequences(input_train, maxlen=maxlen)\n",
    "input_test = sequence.pad_sequences(input_test, maxlen=maxlen)\n",
    "print(input_train.shape)\n",
    "print(input_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.layers import Dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Epoch 1/10\n157/157 [==============================] - 6s 41ms/step - loss: 0.5793 - acc: 0.6819 - val_loss: 0.5324 - val_acc: 0.7410\nEpoch 2/10\n157/157 [==============================] - 6s 38ms/step - loss: 0.3851 - acc: 0.8372 - val_loss: 0.4870 - val_acc: 0.7674\nEpoch 3/10\n157/157 [==============================] - 5s 35ms/step - loss: 0.2966 - acc: 0.8792 - val_loss: 0.4208 - val_acc: 0.8122\nEpoch 4/10\n157/157 [==============================] - 5s 34ms/step - loss: 0.2222 - acc: 0.9152 - val_loss: 0.4648 - val_acc: 0.7954\nEpoch 5/10\n157/157 [==============================] - 5s 33ms/step - loss: 0.1424 - acc: 0.9507 - val_loss: 0.6260 - val_acc: 0.7866\nEpoch 6/10\n157/157 [==============================] - 5s 33ms/step - loss: 0.0774 - acc: 0.9774 - val_loss: 0.6453 - val_acc: 0.7626\nEpoch 7/10\n157/157 [==============================] - 6s 35ms/step - loss: 0.0395 - acc: 0.9890 - val_loss: 0.7453 - val_acc: 0.7708\nEpoch 8/10\n157/157 [==============================] - 6s 36ms/step - loss: 0.0189 - acc: 0.9957 - val_loss: 0.8268 - val_acc: 0.7622\nEpoch 9/10\n157/157 [==============================] - 5s 35ms/step - loss: 0.0107 - acc: 0.9980 - val_loss: 0.9408 - val_acc: 0.7470\nEpoch 10/10\n157/157 [==============================] - 6s 36ms/step - loss: 0.0062 - acc: 0.9987 - val_loss: 1.0098 - val_acc: 0.7546\n"
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(Embedding(max_features, 32))\n",
    "model.add(SimpleRNN(32))\n",
    "model.add(Dense(1, activation='sigmoid'))\n",
    "\n",
    "model.compile(optimizer='rmsprop', loss='binary_crossentropy', metrics=['acc'])\n",
    "history = model.fit(input_train, y_train, epochs=10, batch_size=128, validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "acc = history.history['acc']\n",
    "val_acc = history.history['val_acc']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(acc)+1)\n",
    "\n",
    "plt.plot(epochs, acc, 'bo', label=\"trianing acc\")\n",
    "plt.plot(epochs, val_acc, 'r-', label='val acc')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.layers import LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential()\n",
    "model.add(Embedding(max_features, 32))\n",
    "model.add(LSTM(32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 20000 samples, validate on 5000 samples\n",
      "Epoch 1/10\n",
      "20000/20000 [==============================] - 8s 379us/sample - loss: 0.5342 - acc: 0.7242 - val_loss: 0.4506 - val_acc: 0.7928\n",
      "Epoch 2/10\n",
      "20000/20000 [==============================] - 5s 252us/sample - loss: 0.3628 - acc: 0.8424 - val_loss: 0.3979 - val_acc: 0.8110\n",
      "Epoch 3/10\n",
      "20000/20000 [==============================] - 5s 256us/sample - loss: 0.3080 - acc: 0.8688 - val_loss: 0.4119 - val_acc: 0.8124\n",
      "Epoch 4/10\n",
      "20000/20000 [==============================] - 5s 251us/sample - loss: 0.2784 - acc: 0.8856 - val_loss: 0.4270 - val_acc: 0.8026\n",
      "Epoch 5/10\n",
      "20000/20000 [==============================] - 5s 253us/sample - loss: 0.2538 - acc: 0.8985 - val_loss: 0.5297 - val_acc: 0.7932\n",
      "Epoch 6/10\n",
      "20000/20000 [==============================] - 5s 251us/sample - loss: 0.2321 - acc: 0.9076 - val_loss: 0.5156 - val_acc: 0.8022\n",
      "Epoch 7/10\n",
      "20000/20000 [==============================] - 5s 253us/sample - loss: 0.2140 - acc: 0.9164 - val_loss: 0.4733 - val_acc: 0.8014\n",
      "Epoch 8/10\n",
      "20000/20000 [==============================] - 5s 246us/sample - loss: 0.1971 - acc: 0.9242 - val_loss: 0.4913 - val_acc: 0.7984\n",
      "Epoch 9/10\n",
      "20000/20000 [==============================] - 5s 252us/sample - loss: 0.1841 - acc: 0.9309 - val_loss: 0.5344 - val_acc: 0.7928\n",
      "Epoch 10/10\n",
      "20000/20000 [==============================] - 5s 246us/sample - loss: 0.1668 - acc: 0.9380 - val_loss: 0.6386 - val_acc: 0.7906\n"
     ]
    }
   ],
   "source": [
    "model.add(Dense(1, activation='sigmoid'))\n",
    "model.compile(optimizer='rmsprop',\n",
    "loss='binary_crossentropy',\n",
    "metrics=['acc'])\n",
    "history = model.fit(input_train, y_train,\n",
    "epochs=10,\n",
    "batch_size=128,\n",
    "validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "['\"Date Time\"', '\"p (mbar)\"', '\"T (degC)\"', '\"Tpot (K)\"', '\"Tdew (degC)\"', '\"rh (%)\"', '\"VPmax (mbar)\"', '\"VPact (mbar)\"', '\"VPdef (mbar)\"', '\"sh (g/kg)\"', '\"H2OC (mmol/mol)\"', '\"rho (g/m**3)\"', '\"wv (m/s)\"', '\"max. wv (m/s)\"', '\"wd (deg)\"']\n420551\n"
    }
   ],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"] = \"PCI_BUS_ID\"\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"3\" \n",
    "\n",
    "data_dir = '/home/bituser/Downloads/jena_climate'\n",
    "fname = os.path.join(data_dir, 'jena_climate_2009_2016.csv')\n",
    "\n",
    "f = open(fname)\n",
    "data = f.read()\n",
    "f.close()\n",
    "\n",
    "lines = data.split('\\n')\n",
    "header = lines[0].split(',')\n",
    "lines = lines[1:]\n",
    "\n",
    "print(header)\n",
    "print(len(lines))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "\n",
    "float_data = np.zeros((len(lines), len(header)-1))\n",
    "for i, line in enumerate(lines):\n",
    "    values = [float(x) for x in line.split(',')[1:]]\n",
    "    float_data[i, :] = values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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109.819189 \nL 60.864213 126.212681 \nL 60.806315 86.507643 \nL 60.86566 125.852024 \nL 60.912703 66.2125 \nL 61.023433 78.27811 \nL 61.178311 128.442196 \nL 61.113899 76.409252 \nL 61.181929 121.425781 \nL 61.328122 74.737116 \nL 61.28108 124.966776 \nL 61.337531 80.409264 \nL 61.384573 123.425787 \nL 61.42293 69.720707 \nL 61.459841 93.196188 \nL 61.489513 124.737267 \nL 61.514844 81.720744 \nL 61.530766 68.638737 \nL 61.6111 120.737255 \nL 61.708079 124.999563 \nL 61.67334 115.196254 \nL 61.72183 121.130698 \nL 61.84993 94.114223 \nL 61.858615 98.835549 \nL 61.904209 131.65532 \nL 61.952699 88.310927 \nL 61.956318 88.60601 \nL 62.009874 131.852042 \nL 62.05764 86.146986 \nL 62.058363 86.114199 \nL 62.065601 90.212572 \nL 62.11409 134.147131 \nL 62.192977 124.474971 \nL 62.1937 124.474971 \nL 62.251599 114.147071 \nL 62.206727 129.58974 \nL 62.295022 126.474977 \nL 62.311668 133.196309 \nL 62.368119 84.212554 \nL 62.392725 97.950301 \nL 62.424569 124.70448 \nL 62.471612 71.687926 \nL 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64.229546 101.032277 \nL 64.348961 90.114211 \nL 64.2983 120.212663 \nL 64.350409 90.245359 \nL 64.353303 89.786342 \nL 64.375015 100.737194 \nL 64.406136 117.130686 \nL 64.449559 83.655176 \nL 64.487917 106.44213 \nL 64.557395 77.52401 \nL 64.510352 110.770011 \nL 64.598647 106.048686 \nL 64.715167 122.507752 \nL 64.662335 87.655188 \nL 64.723852 115.163467 \nL 64.770894 57.163292 \nL 64.84182 90.769951 \nL 64.922877 114.737237 \nL 64.959787 76.015808 \nL 65.014791 108.737218 \nL 65.06328 72.015796 \nL 65.066175 72.507601 \nL 65.172563 62.802654 \nL 65.136377 102.966709 \nL 65.177629 69.655133 \nL 65.257963 109.91755 \nL 65.309348 103.294579 \nL 65.340468 120.835616 \nL 65.386786 82.40927 \nL 65.388234 82.671566 \nL 65.499688 59.589529 \nL 65.44179 104.835567 \nL 65.508373 68.769885 \nL 65.550349 104.015893 \nL 65.595944 63.196097 \nL 65.638644 94.999472 \nL 65.690752 52.802624 \nL 65.745755 103.163431 \nL 65.759506 115.327402 \nL 65.803654 87.85191 \nL 65.810167 88.93388 \nL 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67.306112 101.163425 \nL 67.343022 88.966667 \nL 67.311902 102.540478 \nL 67.343746 89.163389 \nL 67.345917 85.294525 \nL 67.425527 115.753633 \nL 67.44941 102.048674 \nL 67.584747 75.228921 \nL 67.529744 123.327426 \nL 67.591261 77.720731 \nL 67.631066 121.884799 \nL 67.68245 64.015772 \nL 67.701991 77.819092 \nL 67.819235 107.753609 \nL 67.76785 70.540382 \nL 67.85325 103.655236 \nL 67.886542 85.196164 \nL 67.930689 113.622479 \nL 67.946611 116.081503 \nL 68.004509 73.556784 \nL 68.015365 85.097803 \nL 68.053723 107.097869 \nL 68.080501 69.26169 \nL 68.107278 72.245305 \nL 68.257814 111.032307 \nL 68.111621 71.130548 \nL 68.289658 88.835519 \nL 68.30558 83.163371 \nL 68.362754 115.524124 \nL 68.392427 104.015893 \nL 68.463352 112.114278 \nL 68.404731 89.753555 \nL 68.500986 99.786372 \nL 68.50171 99.786372 \nL 68.624744 84.769933 \nL 68.571912 109.622467 \nL 68.626191 85.065016 \nL 68.671786 105.360159 \nL 68.718828 81.491235 \nL 68.72896 72.901045 \nL 68.786135 98.081449 \nL 68.815808 96.048656 \nL 68.928709 75.917447 \nL 68.935223 71.42563 \nL 68.996016 90.442081 \nL 69.035821 84.47485 \nL 69.09589 92.638809 \nL 69.123392 76.802696 \nL 69.139314 77.19614 \nL 69.143656 76.933844 \nL 69.170434 91.425691 \nL 69.197212 106.802786 \nL 69.226161 70.442021 \nL 69.227609 70.474808 \nL 69.341234 58.704281 \nL 69.29781 100.737194 \nL 69.343405 62.114127 \nL 69.406369 94.04865 \nL 69.352814 57.62231 \nL 69.465715 70.507595 \nL 69.477295 75.720725 \nL 69.510586 88.27814 \nL 69.558352 55.097712 \nL 69.590196 78.442045 \nL 69.615527 88.704371 \nL 69.664017 51.458357 \nL 69.697308 75.13056 \nL 69.771128 57.982967 \nL 69.716849 85.425673 \nL 69.795735 76.835483 \nL 69.82396 92.704383 \nL 69.87824 55.622304 \nL 69.90936 91.491265 \nL 69.926006 101.688017 \nL 69.982457 66.671518 \nL 70.028051 101.491295 \nL 70.065685 69.851855 \nL 70.122136 102.048674 \nL 70.175692 80.933856 \nL 70.235761 104.179828 \nL 70.180758 80.704347 \nL 70.287146 87.19617 \nL 70.342873 107.786396 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69.786281 \nL 104.62802 116.245438 \nL 104.684471 69.983003 \nL 104.732237 115.491337 \nL 104.774937 60.769861 \nL 104.887114 48.60589 \nL 104.83573 103.884745 \nL 104.890009 53.294428 \nL 105.017385 91.687987 \nL 105.044887 108.376562 \nL 105.083245 61.130517 \nL 105.19108 44.802599 \nL 105.147656 89.360111 \nL 105.198317 46.179653 \nL 105.199041 46.179653 \nL 105.256939 84.901081 \nL 105.316285 53.16328 \nL 105.351024 84.901081 \nL 105.458135 84.704359 \nL 105.51531 73.032193 \nL 105.556562 104.999502 \nL 105.565247 109.163449 \nL 105.609395 85.622395 \nL 105.619527 86.376495 \nL 105.620974 81.786317 \nL 105.670911 107.294591 \nL 105.729533 90.34372 \nL 105.776576 105.622455 \nL 105.806972 86.343708 \nL 105.820723 79.622377 \nL 105.878621 112.999526 \nL 105.903228 97.261774 \nL 105.910465 92.507661 \nL 106.03567 72.901045 \nL 105.982838 107.229017 \nL 106.036394 73.49121 \nL 106.039289 71.589565 \nL 106.061724 88.27814 \nL 106.134821 70.278086 \nL 106.185482 111.917556 \nL 106.227458 98.93391 \nL 106.194166 114.081497 \nL 106.229629 99.950307 \nL 106.239761 89.753555 \nL 106.296212 116.86839 \nL 106.342531 93.687993 \nL 106.343254 93.687993 \nL 106.393192 115.524124 \nL 106.356281 86.081412 \nL 106.451813 93.032253 \nL 106.563267 79.097785 \nL 106.504646 125.196284 \nL 106.570505 88.27814 \nL 106.608139 118.606101 \nL 106.6588 72.212518 \nL 106.681235 88.015844 \nL 106.713079 103.688023 \nL 106.755779 65.786269 \nL 106.757226 65.917417 \nL 106.85493 58.27805 \nL 106.818743 104.147041 \nL 106.858548 75.360069 \nL 106.925855 93.458484 \nL 106.96566 65.88463 \nL 106.967831 70.245299 \nL 107.025006 109.688041 \nL 107.066982 64.80266 \nL 107.067706 65.196104 \nL 107.182778 54.704269 \nL 107.129222 106.835573 \nL 107.186397 55.851813 \nL 107.231992 100.737194 \nL 107.281929 46.409162 \nL 107.286271 48.638677 \nL 107.286995 47.491132 \nL 107.342722 86.245347 \nL 107.394107 53.064919 \nL 107.548261 94.606028 \nL 107.492534 46.96654 \nL 107.549708 91.360117 \nL 107.59675 46.96654 \nL 107.679255 48.27802 \nL 107.689388 41.786197 \nL 107.747286 79.327294 \nL 107.856569 84.999442 \nL 107.805908 39.523895 \nL 107.861635 82.605992 \nL 107.909401 53.16328 \nL 107.962233 86.966661 \nL 107.96368 86.966661 \nL 107.968746 87.425679 \nL 107.981774 66.245287 \nL 108.003485 51.589505 \nL 108.040396 82.605992 \nL 108.041119 82.540418 \nL 108.172838 112.770017 \nL 108.122177 76.769909 \nL 108.173561 112.409361 \nL 108.329163 45.458339 \nL 108.341466 58.081328 \nL 108.380547 95.228981 \nL 108.42759 36.343557 \nL 108.437722 32.540267 \nL 108.480422 80.310903 \nL 108.539768 34.671421 \nL 108.643261 27.655007 \nL 108.586086 77.360075 \nL 108.646879 36.835362 \nL 108.746754 32.474693 \nL 108.77136 80.573199 \nL 108.783664 83.950258 \nL 108.834325 56.704275 \nL 108.836496 59.786251 \nL 108.902355 88.671584 \nL 108.95374 35.622244 \nL 109.110065 93.097827 \nL 108.957358 32.50748 \nL 109.1325 61.196091 \nL 109.165068 31.655019 \nL 109.215729 80.212542 \nL 109.246126 55.032138 \nL 109.319222 91.032247 \nL 109.361198 69.196116 \nL 109.374949 58.376411 \nL 109.423439 108.540497 \nL 109.476271 60.769861 \nL 109.527656 105.950325 \nL 109.579764 53.753446 \nL 109.58483 54.540334 \nL 109.631149 92.704383 \nL 109.673849 35.851753 \nL 109.678915 36.179623 \nL 109.686876 31.130427 \nL 109.711482 66.146926 \nL 109.775171 44.507517 \nL 109.827279 83.425667 \nL 109.930048 94.901111 \nL 109.872874 75.786299 \nL 109.964787 87.753549 \nL 109.993013 76.901057 \nL 110.050911 109.720828 \nL 110.076965 84.704359 \nL 110.084202 79.884672 \nL 110.19638 68.343654 \nL 110.146443 108.310988 \nL 110.198551 72.507601 \nL 110.255002 99.425715 \nL 110.298426 65.064956 \nL 110.299149 64.14692 \nL 110.362837 102.507691 \nL 110.393234 84.507637 \nL 110.461264 101.032277 \nL 110.40988 73.458424 \nL 110.507583 93.556845 \nL 110.621208 69.851855 \nL 110.570547 105.753603 \nL 110.62555 71.950222 \nL 110.675488 111.786408 \nL 110.731938 62.015766 \nL 110.735557 66.999388 \nL 110.775362 100.310963 \nL 110.835431 51.720653 \nL 110.843392 60.278056 \nL 110.974387 91.6552 \nL 110.983796 91.032247 \nL 111.09525 111.884769 \nL 111.041694 77.753518 \nL 111.106106 96.802756 \nL 111.221178 68.343654 \nL 111.193677 104.638845 \nL 111.226244 68.638737 \nL 111.302236 97.589644 \nL 111.352897 96.11423 \nL 111.448429 68.638737 \nL 111.381122 96.802756 \nL 111.484615 88.966667 \nL 111.506327 103.163431 \nL 111.56133 67.687914 \nL 111.601859 95.524064 \nL 111.660481 71.983009 \nL 111.709694 99.720798 \nL 111.762526 58.081328 \nL 111.716932 102.474904 \nL 111.813911 101.458508 \nL 111.822596 102.933922 \nL 111.871809 68.474802 \nL 111.873257 69.68792 \nL 111.878323 64.933808 \nL 111.924641 99.458502 \nL 111.979645 80.99943 \nL 112.033924 96.737182 \nL 112.060702 77.19614 \nL 112.093994 91.786348 \nL 112.181565 77.983027 \nL 112.133075 97.032265 \nL 112.206895 90.933886 \nL 112.224988 97.458496 \nL 112.29519 80.34369 \nL 112.295914 78.212536 \nL 112.339337 103.032283 \nL 112.402302 90.573229 \nL 112.524612 104.999502 \nL 112.477569 88.442075 \nL 112.535468 102.966709 \nL 112.593366 78.081388 \nL 112.652711 100.507685 \nL 112.659225 100.67162 \nL 112.665015 96.638821 \nL 112.761271 114.507728 \nL 112.789496 68.737098 \nL 112.864764 104.671632 \nL 112.816274 53.884594 \nL 112.890094 61.09773 \nL 112.904569 47.753428 \nL 112.96898 92.245365 \nL 113.002996 51.982949 \nL 113.07754 93.556845 \nL 113.01747 45.786209 \nL 113.196231 78.573193 \nL 113.212877 69.130542 \nL 113.27367 105.688029 \nL 113.286697 101.622443 \nL 113.422034 64.048559 \nL 113.461115 80.933856 \nL 113.53783 69.917429 \nL 113.579806 103.032283 \nL 113.643494 84.015832 \nL 113.660864 106.901147 \nL 113.699221 114.311006 \nL 113.734684 91.360117 \nL 113.767976 104.081467 \nL 113.770147 103.524088 \nL 113.808504 119.983154 \nL 113.856994 110.868372 \nL 113.864955 113.360183 \nL 113.925748 102.540478 \nL 113.952526 87.458466 \nL 113.994502 113.229035 \nL 114.037202 100.606046 \nL 114.064704 89.491259 \nL 114.116812 109.91755 \nL 114.150828 95.589638 \nL 114.161683 89.819129 \nL 114.200041 103.622449 \nL 114.318009 111.229029 \nL 114.258663 85.261738 \nL 114.319456 110.901159 \nL 114.432358 129.327444 \nL 114.373012 89.524046 \nL 114.443937 117.097899 \nL 114.475057 88.737158 \nL 114.535851 129.065149 \nL 114.55901 93.39291 \nL 114.637172 126.11432 \nL 114.574932 88.93388 \nL 114.666845 89.163389 \nL 114.674083 82.802714 \nL 114.745008 105.524094 \nL 114.779747 85.065016 \nL 114.852843 102.769987 \nL 114.894096 92.08143 \nL 114.954165 105.851964 \nL 114.988904 79.622377 \nL 115.096016 71.7535 \nL 115.057658 115.917568 \nL 115.102529 75.032199 \nL 115.163322 114.04871 \nL 115.196614 65.655121 \nL 115.229182 92.638809 \nL 115.359453 115.589698 \nL 115.300107 86.442069 \nL 115.381164 106.11426 \nL 115.506369 86.442069 \nL 115.481763 108.376562 \nL 115.513607 89.58962 \nL 115.515054 87.655188 \nL 115.533147 101.950313 \nL 115.535318 101.458508 \nL 115.664142 108.966727 \nL 115.600454 91.589626 \nL 115.668484 108.60607 \nL 115.669208 108.60607 \nL 115.787176 125.78645 \nL 115.719869 94.278158 \nL 115.792965 115.622485 \nL 115.821915 98.212597 \nL 115.892116 128.83564 \nL 115.906591 104.147041 \nL 115.981135 121.917586 \nL 116.023111 92.08143 \nL 116.038309 83.72075 \nL 116.092589 123.261852 \nL 116.094036 122.770048 \nL 116.099102 125.294645 \nL 116.13167 76.671548 \nL 116.138183 74.343672 \nL 116.196805 120.442172 \nL 116.198977 119.852006 \nL 116.207661 121.65529 \nL 116.220688 109.425745 \nL 116.343722 67.360044 \nL 116.311154 121.884799 \nL 116.34517 68.015784 \nL 116.345893 67.327257 \nL 116.400897 104.901141 \nL 116.452281 71.294483 \nL 116.453005 71.294483 \nL 116.611501 118.409379 \nL 116.753352 114.245432 \nL 116.866977 105.819177 \nL 116.778682 116.737243 \nL 116.877833 111.097881 \nL 117.033434 122.606113 \nL 116.968299 108.081479 \nL 117.04429 121.32742 \nL 117.167324 98.310957 \nL 117.18397 101.688017 \nL 117.202063 107.229017 \nL 117.228117 111.786408 \nL 117.275883 99.196206 \nL 117.301214 101.360147 \nL 117.339571 107.753609 \nL 117.456091 117.360195 \nL 117.382271 78.376471 \nL 117.45971 114.474941 \nL 117.482869 90.868312 \nL 117.553071 119.819219 \nL 117.581296 92.245365 \nL 117.594323 83.032223 \nL 117.647879 103.425727 \nL 117.652945 102.901135 \nL 117.666696 106.376556 \nL 117.689132 86.048625 \nL 117.694198 83.097797 \nL 117.766571 114.147071 \nL 117.794796 93.39291 \nL 117.801309 91.228969 \nL 117.859208 105.753603 \nL 117.977899 130.409415 \nL 117.911316 87.786336 \nL 117.988031 116.704456 \nL 118.015533 83.950258 \nL 118.07705 136.77009 \nL 118.0908 135.294676 \nL 118.091524 135.425823 \nL 118.103828 118.966757 \nL 118.120473 98.442105 \nL 118.182714 144.016013 \nL 118.219624 102.966709 \nL 118.286931 133.163522 \nL 118.223243 99.556863 \nL 118.409241 127.917604 \nL 118.433124 112.770017 \nL 118.470034 136.475007 \nL 118.501154 132.015977 \nL 118.504049 132.868439 \nL 118.535169 104.769993 \nL 118.595239 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86.310921 \nL 121.76806 86.21256 \nL 121.77964 94.737176 \nL 121.909911 128.999575 \nL 121.910635 128.901214 \nL 121.911358 128.901214 \nL 122.043801 136.245498 \nL 122.058275 135.524184 \nL 122.179861 128.638918 \nL 122.060446 135.655332 \nL 122.221114 130.671711 \nL 122.250787 133.29467 \nL 122.287697 122.573326 \nL 122.322436 127.85203 \nL 122.3854 115.261828 \nL 122.362241 137.655338 \nL 122.412178 134.409427 \nL 122.461391 149.622588 \nL 122.508434 131.196303 \nL 122.522185 133.917622 \nL 122.525079 133.753687 \nL 122.59311 142.31109 \nL 122.597452 141.786498 \nL 122.611927 143.524209 \nL 122.681405 138.409439 \nL 122.726276 134.114344 \nL 122.756672 142.671747 \nL 122.795754 136.606155 \nL 122.868126 151.786529 \nL 122.903589 134.507788 \nL 122.907931 137.85206 \nL 122.912997 136.934025 \nL 122.983199 146.343889 \nL 123.000568 145.065197 \nL 123.146038 166.507884 \nL 123.157617 163.983287 \nL 123.179329 166.737393 \nL 123.206831 158.573434 \nL 123.21841 150.802919 \nL 123.236504 160.409505 \nL 123.329141 152.96686 \nL 123.451451 163.524269 \nL 123.502112 182.114489 \nL 123.578103 180.540714 \nL 123.586064 179.524317 \nL 123.60271 184.409578 \nL 123.615013 188.73746 \nL 123.625869 176.639063 \nL 123.63383 173.983317 \nL 123.711269 189.327625 \nL 123.718506 194.245673 \nL 123.745284 164.540665 \nL 123.821276 188.245655 \nL 123.94648 149.261931 \nL 123.947204 149.294718 \nL 123.958784 145.622576 \nL 123.964574 146.048806 \nL 123.967468 141.688137 \nL 124.034775 149.786523 \nL 124.075304 147.163564 \nL 124.180244 157.557038 \nL 124.233077 153.589813 \nL 124.371308 142.999617 \nL 124.312687 156.704576 \nL 124.374927 145.065197 \nL 124.376375 144.934049 \nL 124.44151 152.999647 \nL 124.449471 154.802931 \nL 124.519673 141.786498 \nL 124.52112 141.917646 \nL 124.595664 128.114326 \nL 124.527634 142.671747 \nL 124.636193 140.24551 \nL 124.75416 169.4915 \nL 124.666589 137.622551 \nL 124.768635 162.835742 \nL 124.838837 166.114441 \nL 124.883708 153.655387 \nL 124.888774 152.704564 \nL 124.969831 165.983293 \nL 124.971279 166.147228 \nL 124.995885 160.90131 \nL 125.049441 162.081642 \nL 125.154382 156.212771 \nL 125.074772 172.180033 \nL 125.168133 158.376712 \nL 125.270178 186.376797 \nL 125.197805 153.196369 \nL 125.302746 167.42592 \nL 125.410581 145.852084 \nL 125.361368 176.934145 \nL 125.421437 148.50783 \nL 125.564735 167.458707 \nL 125.467032 130.934007 \nL 125.571973 167.130837 \nL 125.714547 143.327487 \nL 125.715271 143.393061 \nL 125.733364 141.327481 \nL 125.798499 145.261919 \nL 125.808631 144.802901 \nL 125.81804 139.950427 \nL 125.932389 150.737345 \nL 125.933113 150.737345 \nL 126.095951 188.671886 \nL 126.122729 179.688252 \nL 126.241421 148.475043 \nL 126.267475 151.852103 \nL 126.281949 149.097996 \nL 126.32682 156.475067 \nL 126.431761 193.557146 \nL 126.342742 153.720961 \nL 126.504134 183.721051 \nL 126.75961 135.097954 \nL 126.838496 143.261913 \nL 126.940541 148.671765 \nL 126.865997 140.475019 \nL 126.955016 145.097984 \nL 126.968043 139.032392 \nL 127.005677 158.17999 \nL 127.024494 158.147203 \nL 127.117855 174.409548 \nL 127.080945 147.032416 \nL 127.141738 167.327559 \nL 127.338592 116.11429 \nL 127.158383 174.180039 \nL 127.362475 120.704468 \nL 127.380568 131.524172 \nL 127.471757 118.015935 \nL 127.472481 118.015935 \nL 127.496364 105.229011 \nL 127.53834 122.212669 \nL 127.573079 121.720864 \nL 127.742432 157.196381 \nL 127.589001 106.638851 \nL 127.748945 157.09802 \nL 127.751116 157.720973 \nL 127.797435 144.114374 \nL 127.909613 127.655308 \nL 127.913955 128.474983 \nL 127.930601 136.704516 \nL 127.976196 124.835628 \nL 128.007316 125.261858 \nL 128.117322 101.065064 \nL 128.173049 114.868384 \nL 128.196933 121.294633 \nL 128.209236 113.458544 \nL 128.287398 120.966763 \nL 128.399576 149.688162 \nL 128.327203 107.85197 \nL 128.424183 136.048776 \nL 128.435763 110.99952 \nL 128.545045 117.950361 \nL 128.705713 142.671747 \nL 128.823681 150.409475 \nL 128.733938 139.983214 \nL 128.843945 147.655369 \nL 128.959018 140.507806 \nL 128.927897 151.655381 \nL 128.959741 140.57338 \nL 128.999546 158.343925 \nL 129.049484 137.85206 \nL 129.070472 140.311084 \nL 129.072643 140.311084 \nL 129.107382 142.016007 \nL 129.162385 137.589764 \nL 129.179031 139.294688 \nL 129.25647 136.081563 \nL 129.1964 140.934037 \nL 129.278905 140.24551 \nL 129.348383 143.589783 \nL 129.365753 138.114356 \nL 129.39253 142.245516 \nL 129.53221 156.01605 \nL 129.394702 141.491416 \nL 129.55754 152.31112 \nL 129.584318 144.37667 \nL 129.637874 168.639038 \nL 129.658862 174.311187 \nL 129.670442 159.557044 \nL 129.68564 143.589783 \nL 129.732682 168.802973 \nL 129.781172 159.884914 \nL 129.889008 151.196363 \nL 129.870914 169.130843 \nL 129.899864 155.229162 \nL 129.976579 173.360364 \nL 130.000462 140.442232 \nL 130.006975 145.950445 \nL 130.041714 170.311175 \nL 130.106126 134.966806 \nL 130.118429 147.229138 \nL 130.128561 153.261943 \nL 130.202382 138.606161 \nL 130.203829 138.737309 \nL 130.244358 144.212735 \nL 130.330481 122.507752 \nL 130.399959 112.245426 \nL 130.457857 113.458544 \nL 130.486083 113.753627 \nL 130.509242 110.802798 \nL 130.52444 104.278189 \nL 130.561351 134.343853 \nL 130.562074 134.147131 \nL 130.594642 145.78651 \nL 130.613459 118.376592 \nL 130.625762 104.343763 \nL 130.643855 126.147107 \nL 130.728532 113.524118 \nL 130.897884 158.016056 \nL 130.905121 155.491458 \nL 131.034668 103.06507 \nL 131.052762 114.081497 \nL 131.095461 141.589777 \nL 131.115726 148.245534 \nL 131.146122 140.343871 \nL 131.206916 142.245516 \nL 131.207639 142.278303 \nL 131.229351 138.376652 \nL 131.345148 129.556953 \nL 131.308237 140.934037 \nL 131.361793 131.065155 \nL 131.426929 140.999611 \nL 131.481208 139.819279 \nL 131.562266 113.589692 \nL 131.533317 141.196333 \nL 131.589044 140.934037 \nL 131.718591 152.245546 \nL 131.760567 150.24554 \nL 131.803991 153.360304 \nL 132.047887 178.147264 \nL 131.882153 151.196363 \nL 132.068151 167.884938 \nL 132.086245 162.081642 \nL 132.149933 181.22924 \nL 132.173816 175.327583 \nL 132.179605 170.114453 \nL 132.293231 147.819303 \nL 132.256321 190.278448 \nL 132.300468 152.573416 \nL 132.350405 178.868577 \nL 132.382249 140.999611 \nL 132.497322 121.884799 \nL 132.466925 159.655405 \nL 132.500217 122.868409 \nL 132.50094 122.802835 \nL 132.509625 131.425811 \nL 132.510349 131.360237 \nL 132.567523 159.196387 \nL 132.605881 116.212651 \nL 132.621079 131.065155 \nL 132.658713 151.098002 \nL 132.709374 123.294639 \nL 132.743389 141.393055 \nL 132.815762 117.556917 \nL 132.781023 156.11441 \nL 132.852672 140.212723 \nL 132.920702 130.638924 \nL 132.968468 152.770138 \nL 132.985838 158.770156 \nL 133.020577 126.409403 \nL 133.024196 124.179888 \nL 133.09295 157.983269 \nL 133.100911 155.491458 \nL 133.129136 132.573356 \nL 133.193548 160.999671 \nL 133.194995 159.655405 \nL 133.196443 161.261967 \nL 133.232629 119.720858 \nL 133.305002 159.458683 \nL 133.336846 118.245444 \nL 133.422246 135.556971 \nL 133.507646 168.671825 \nL 133.439615 129.425805 \nL 133.530081 134.70451 \nL 133.646601 107.360165 \nL 133.610415 156.11441 \nL 133.657457 115.917568 \nL 133.711737 150.868493 \nL 133.750818 101.097851 \nL 133.755884 102.245396 \nL 133.756608 102.048674 \nL 133.791347 121.229059 \nL 133.814506 132.245486 \nL 133.852864 108.901153 \nL 133.90063 117.917574 \nL 133.964318 111.065094 \nL 133.946948 123.229065 \nL 133.983135 122.835622 \nL 134.029453 146.606185 \nL 134.05985 99.58965 \nL 134.168409 90.737164 \nL 134.134394 140.343871 \nL 134.174922 93.687993 \nL 134.240782 123.852018 \nL 134.337037 119.196266 \nL 134.344998 119.950367 \nL 134.358749 107.130656 \nL 134.374671 98.212597 \nL 134.438359 128.343835 \nL 134.465861 132.212699 \nL 134.518693 119.196266 \nL 134.52014 117.819213 \nL 134.612778 133.852048 \nL 134.618567 133.229096 \nL 134.62291 133.852048 \nL 134.651859 129.91761 \nL 134.652583 129.950397 \nL 134.686598 127.819243 \nL 134.740877 135.917628 \nL 134.861016 155.294736 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136.123921 97.753579 \nL 136.252021 71.917435 \nL 136.214387 117.52413 \nL 136.253468 72.212518 \nL 136.313537 116.081503 \nL 136.346105 68.999394 \nL 136.347553 69.196116 \nL 136.356961 64.47479 \nL 136.435124 119.58971 \nL 136.528484 134.04877 \nL 136.461902 101.32736 \nL 136.538617 113.327396 \nL 136.656584 85.327312 \nL 136.623293 114.015923 \nL 136.660927 85.360099 \nL 136.669611 82.573205 \nL 136.713035 104.04868 \nL 136.836792 126.343829 \nL 136.770933 70.901039 \nL 136.844753 120.540533 \nL 136.884558 88.737158 \nL 136.942457 126.147107 \nL 136.955484 120.57332 \nL 137.044502 139.884853 \nL 137.087926 91.261756 \nL 137.15089 133.29467 \nL 137.174773 86.081412 \nL 137.175497 86.146986 \nL 137.190695 76.442039 \nL 137.262344 118.343805 \nL 137.277543 111.261816 \nL 137.340507 130.147119 \nL 137.279714 107.589674 \nL 137.394063 113.425757 \nL 137.403471 108.409349 \nL 137.450513 130.704498 \nL 137.462093 136.540581 \nL 137.503346 111.491325 \nL 137.564139 133.29467 \nL 137.700923 101.720804 \nL 137.721911 105.425733 \nL 137.736386 110.901159 \nL 137.864486 132.9668 \nL 137.815996 92.474874 \nL 137.865209 132.081551 \nL 137.87896 140.048788 \nL 137.891264 117.491343 \nL 138.020811 79.491229 \nL 137.982453 134.245492 \nL 138.021534 80.01582 \nL 138.026601 78.048601 \nL 138.062787 111.360177 \nL 138.087394 130.442202 \nL 138.12937 71.130548 \nL 138.174965 114.179858 \nL 138.19161 124.04874 \nL 138.204638 100.310963 \nL 138.232139 71.196122 \nL 138.296551 122.770048 \nL 138.323329 75.622364 \nL 138.341422 69.097755 \nL 138.37978 105.720816 \nL 138.398597 120.802829 \nL 138.444915 69.228903 \nL 138.469522 86.704365 \nL 138.606306 128.212687 \nL 138.54479 79.819098 \nL 138.620781 103.851958 \nL 138.642493 88.835519 \nL 138.709076 129.065149 \nL 138.730064 106.737212 \nL 138.806779 116.147077 \nL 138.750328 95.392916 \nL 138.838623 105.196224 \nL 138.955143 84.015832 \nL 138.91968 114.999532 \nL 138.960209 95.753573 \nL 139.02245 120.24545 \nL 139.057912 75.392856 \nL 139.062978 75.950234 \nL 139.066597 74.933838 \nL 139.128114 114.966745 \nL 139.128838 114.868384 \nL 139.132456 115.753633 \nL 139.149826 99.196206 \nL 139.17588 83.687963 \nL 139.232331 129.58974 \nL 139.257661 104.540484 \nL 139.284439 95.753573 \nL 139.334376 132.343847 \nL 139.440041 135.720906 \nL 139.379971 116.278225 \nL 139.448725 134.802871 \nL 139.493596 111.556899 \nL 139.524717 142.573386 \nL 139.539915 148.638978 \nL 139.565245 109.884763 \nL 139.567417 110.67165 \nL 139.680318 100.540472 \nL 139.649922 142.212729 \nL 139.681042 101.392934 \nL 139.751967 138.442226 \nL 139.778745 88.868306 \nL 139.779469 89.097815 \nL 139.904674 65.360038 \nL 139.854736 127.458586 \nL 139.907569 68.245293 \nL 139.957506 123.097917 \nL 140.068236 114.245432 \nL 140.110212 64.737086 \nL 140.168111 120.343811 \nL 140.19127 75.88466 \nL 140.217324 60.409204 \nL 140.272327 111.753621 \nL 140.305619 67.982997 \nL 140.380886 108.409349 \nL 140.318646 62.999376 \nL 140.419244 74.835477 \nL 140.579912 122.770048 \nL 140.587873 122.212669 \nL 140.588596 122.212669 \nL 140.623335 76.179743 \nL 140.719591 100.24539 \nL 140.793411 123.655296 \nL 140.742026 94.015863 \nL 140.825255 99.786372 \nL 140.935262 85.524034 \nL 140.868679 107.655248 \nL 140.941052 85.950264 \nL 141.049611 63.228884 \nL 141.001121 119.425775 \nL 141.065533 74.933838 \nL 141.101719 112.802804 \nL 141.154551 62.441997 \nL 141.190738 99.392928 \nL 141.308705 107.720822 \nL 141.238504 73.753506 \nL 141.309429 107.491313 \nL 141.3116 108.17984 \nL 141.328246 96.245377 \nL 141.449832 61.523961 \nL 141.420883 101.851952 \nL 141.452003 67.327257 \nL 141.522205 111.130668 \nL 141.469373 62.40921 \nL 141.564181 76.409252 \nL 141.659713 62.802654 \nL 141.624974 119.065118 \nL 141.670569 79.950246 \nL 141.730638 128.015965 \nL 141.677083 79.392868 \nL 141.782747 83.06501 \nL 141.882621 54.278038 \nL 141.830513 123.819231 \nL 141.899991 77.392862 \nL 142.047631 121.491355 \nL 142.062829 97.983088 \nL 142.180073 75.294495 \nL 142.135926 108.50771 \nL 142.180797 75.589577 \nL 142.306002 45.261617 \nL 142.250275 108.93394 \nL 142.308173 46.441949 \nL 142.473907 113.294609 \nL 142.479696 112.966739 \nL 142.515159 100.278177 \nL 142.617205 76.21253 \nL 142.560754 110.540503 \nL 142.637469 88.343714 \nL 142.668589 105.327372 \nL 142.708394 74.212524 \nL 142.821296 56.048535 \nL 142.772806 96.21259 \nL 142.824191 56.573127 \nL 142.826362 55.687878 \nL 142.866167 84.14698 \nL 142.927684 49.556712 \nL 142.984135 98.343744 \nL 143.022492 58.343624 \nL 143.109339 73.327276 \nL 143.192568 91.819135 \nL 143.122367 66.114139 \nL 143.220793 78.704341 \nL 143.222241 76.704335 \nL 143.285929 108.245414 \nL 143.329353 82.704353 \nL 143.391593 116.966751 \nL 143.346722 78.114175 \nL 143.438635 81.983039 \nL 143.520417 80.310903 \nL 143.503047 110.868372 \nL 143.539957 92.474874 \nL 143.607264 109.491319 \nL 143.644898 78.966637 \nL 143.647793 80.540412 \nL 143.655754 74.835477 \nL 143.682532 93.622419 \nL 143.708586 110.310994 \nL 143.744772 75.753512 \nL 143.797604 101.524082 \nL 143.805565 105.491307 \nL 143.851884 70.933826 \nL 143.902545 93.917502 \nL 143.919191 99.491289 \nL 143.93077 92.015857 \nL 143.969852 62.441997 \nL 144.018341 96.704395 \nL 144.048014 65.491186 \nL 144.066107 58.671494 \nL 144.110978 97.819153 \nL 144.127624 106.212621 \nL 144.146441 91.032247 \nL 144.147165 91.228969 \nL 144.181904 72.245305 \nL 144.231117 99.688011 \nL 144.262237 84.540424 \nL 144.264409 83.786324 \nL 144.299148 93.884715 \nL 144.32882 108.442136 \nL 144.380205 89.622407 \nL 144.413497 98.901123 \nL 144.440998 107.5241 \nL 144.476461 84.212554 \nL 144.591534 72.40924 \nL 144.545939 102.999496 \nL 144.592257 72.868258 \nL 144.645089 97.327348 \nL 144.690684 58.802642 \nL 144.710225 86.245347 \nL 144.710949 86.114199 \nL 144.739174 100.966703 \nL 144.740621 100.67162 \nL 144.75003 104.37655 \nL 144.794901 74.638755 \nL 144.799967 75.032199 \nL 144.802862 72.802684 \nL 144.853523 105.45852 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91.786348 \nL 146.565862 58.966577 \nL 146.621589 91.294543 \nL 146.633893 92.442087 \nL 146.649091 77.655157 \nL 146.651986 77.753518 \nL 146.73232 104.245402 \nL 146.76923 60.409204 \nL 146.839431 89.491259 \nL 146.785876 58.638707 \nL 146.880684 60.901009 \nL 146.883579 56.96657 \nL 146.929174 94.442093 \nL 147.04497 104.901141 \nL 146.991414 82.015826 \nL 147.053655 101.491295 \nL 147.089841 78.999424 \nL 147.148463 105.392946 \nL 147.149911 105.78639 \nL 147.191163 68.704311 \nL 147.205638 63.228884 \nL 147.232415 85.88469 \nL 147.238205 85.88469 \nL 147.354002 105.294585 \nL 147.270049 76.769909 \nL 147.367029 97.950301 \nL 147.490062 76.343678 \nL 147.462561 111.720834 \nL 147.490786 76.704335 \nL 147.498023 71.458417 \nL 147.509603 65.22889 \nL 147.566054 92.114217 \nL 147.671718 95.392916 \nL 147.61382 73.130554 \nL 147.678232 94.212584 \nL 147.702838 77.786305 \nL 147.766526 104.114254 \nL 147.777382 104.638845 \nL 147.811398 92.835531 \nL 147.923575 86.343708 \nL 147.873638 112.212639 \nL 147.925023 88.507649 \nL 148.078453 110.212633 \nL 148.097994 97.819153 \nL 148.142865 90.99946 \nL 148.190631 116.606095 \nL 148.200763 110.966733 \nL 148.20221 112.442148 \nL 148.247805 65.491186 \nL 148.301361 95.228981 \nL 148.34768 63.032163 \nL 148.401959 104.507697 \nL 148.436698 70.638743 \nL 148.504005 94.835537 \nL 148.442488 67.19611 \nL 148.552495 78.769915 \nL 148.557561 78.114175 \nL 148.591576 98.245383 \nL 148.604603 97.983088 \nL 148.713162 104.015893 \nL 148.71461 104.04868 \nL 148.726913 107.688035 \nL 148.762376 91.98307 \nL 148.811589 100.310963 \nL 148.873106 79.786311 \nL 148.910016 101.720804 \nL 148.91653 101.425721 \nL 148.931728 101.556869 \nL 148.940413 94.409306 \nL 149.067789 50.802617 \nL 149.027984 100.442111 \nL 149.070684 53.261641 \nL 149.22918 93.851928 \nL 149.072131 53.196067 \nL 149.262471 75.392856 \nL 149.37682 55.786239 \nL 149.342805 94.015863 \nL 149.378991 56.278044 \nL 149.391295 53.294428 \nL 149.458602 92.343726 \nL 149.459325 92.015857 \nL 149.497683 73.983015 \nL 149.540383 105.097863 \nL 149.541106 104.835567 \nL 149.546896 105.884751 \nL 149.578017 81.392874 \nL 149.580911 82.245335 \nL 149.582359 81.884678 \nL 149.622164 104.179828 \nL 149.624335 106.11426 \nL 149.695984 84.507637 \nL 149.733618 104.769993 \nL 149.758225 108.770005 \nL 149.78645 94.343732 \nL 149.902247 64.442003 \nL 149.832045 97.327348 \nL 149.935538 83.360093 \nL 149.953631 99.425715 \nL 150.017319 73.655145 \nL 150.057848 92.114217 \nL 150.108509 75.45843 \nL 150.16496 94.179797 \nL 150.165683 94.015863 \nL 150.167131 94.245371 \nL 150.188843 76.999418 \nL 150.220687 58.081328 \nL 150.279309 102.278183 \nL 150.290888 94.868324 \nL 150.332141 69.458411 \nL 150.384249 105.688029 \nL 150.416093 74.409246 \nL 150.487742 96.474886 \nL 150.515968 68.212506 \nL 150.63104 47.196049 \nL 150.596301 95.13062 \nL 150.633935 48.212446 \nL 150.804735 114.638876 \nL 150.638277 46.409162 \nL 150.819209 85.294525 \nL 150.942967 59.950186 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152.363644 96.933904 \nL 152.40562 48.540316 \nL 152.452663 84.540424 \nL 152.560498 106.737212 \nL 152.494639 75.524004 \nL 152.589447 89.786342 \nL 152.61912 75.392856 \nL 152.690045 99.491289 \nL 152.709586 87.622401 \nL 152.781959 106.933934 \nL 152.785577 106.44213 \nL 152.786301 106.44213 \nL 152.787748 107.065082 \nL 152.830448 97.392922 \nL 152.891241 104.015893 \nL 153.035987 59.03215 \nL 153.047567 65.753482 \nL 153.131519 48.966546 \nL 153.166258 91.98307 \nL 153.246592 76.310891 \nL 153.202444 100.310963 \nL 153.288568 87.294531 \nL 153.408707 105.524094 \nL 153.3414 69.753494 \nL 153.417391 94.04865 \nL 153.447064 81.687957 \nL 153.509305 116.86839 \nL 153.617864 125.524154 \nL 153.554176 83.261732 \nL 153.623654 121.852012 \nL 153.744516 72.605962 \nL 153.748135 75.097773 \nL 153.932685 114.37658 \nL 153.759715 72.048583 \nL 153.966701 89.983064 \nL 153.967424 89.360111 \nL 154.03256 125.360219 \nL 154.036179 125.097923 \nL 154.03835 125.360219 \nL 154.051377 105.032289 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155.425012 61.950192 \nL 155.466988 99.622437 \nL 155.490871 105.491307 \nL 155.512583 73.130554 \nL 155.527781 61.130517 \nL 155.579166 96.835543 \nL 155.613905 88.146992 \nL 155.615352 88.114205 \nL 155.732596 81.097791 \nL 155.704371 103.589662 \nL 155.73332 82.179761 \nL 155.811482 124.606119 \nL 155.739833 80.67156 \nL 155.875894 114.409367 \nL 155.943924 108.868366 \nL 155.915699 125.622515 \nL 155.952609 120.147089 \nL 156.015573 133.065161 \nL 156.052484 105.392946 \nL 156.061892 112.343787 \nL 156.099526 121.884799 \nL 156.153082 93.524058 \nL 156.177688 85.983051 \nL 156.257298 96.606034 \nL 156.263812 93.983076 \nL 156.271773 99.294567 \nL 156.434612 125.655302 \nL 156.29638 93.786354 \nL 156.449086 113.655266 \nL 156.472969 102.704413 \nL 156.534486 142.606173 \nL 156.554027 133.360243 \nL 156.643045 149.753736 \nL 156.570673 115.524124 \nL 156.661138 133.7209 \nL 156.782725 91.98307 \nL 156.745091 148.868487 \nL 156.784896 94.179797 \nL 156.850755 141.393055 \nL 156.923128 129.819249 \nL 156.930365 135.45861 \nL 156.975236 98.474892 \nL 156.990435 84.540424 \nL 157.046162 125.03235 \nL 157.074387 119.392988 \nL 157.094651 112.245426 \nL 157.14097 131.032368 \nL 157.182222 120.770042 \nL 157.266898 150.24554 \nL 157.201039 113.327396 \nL 157.290058 119.425775 \nL 157.303809 107.720822 \nL 157.375458 154.671783 \nL 157.40513 108.671644 \nL 157.408749 104.933928 \nL 157.433356 134.540575 \nL 157.4652 150.540623 \nL 157.510795 104.901141 \nL 157.61863 99.196206 \nL 157.560008 138.671735 \nL 157.623696 102.540478 \nL 157.678699 126.966782 \nL 157.759757 117.753639 \nL 157.822721 98.573253 \nL 157.856013 121.491355 \nL 157.897265 136.507794 \nL 157.932004 104.638845 \nL 157.958782 110.99952 \nL 157.996416 117.917574 \nL 158.015233 103.851958 \nL 158.032602 83.491241 \nL 158.107146 130.24548 \nL 158.10787 129.950397 \nL 158.11366 125.13071 \nL 158.137543 86.409282 \nL 158.241036 99.228993 \nL 158.244654 98.507679 \nL 158.285183 114.015923 \nL 158.311961 121.819225 \nL 158.344529 85.950264 \nL 158.40098 120.704468 \nL 158.416178 130.114332 \nL 158.438613 111.556899 \nL 158.553686 91.917496 \nL 158.524737 135.720906 \nL 158.559476 98.212597 \nL 158.620993 128.770066 \nL 158.657179 87.458466 \nL 158.657903 87.819123 \nL 158.658627 87.687975 \nL 158.67093 105.229011 \nL 158.72521 133.327457 \nL 158.762843 93.06504 \nL 158.792516 122.015947 \nL 158.833769 138.475013 \nL 158.869955 100.901129 \nL 158.901799 120.376598 \nL 158.935814 138.704522 \nL 158.957526 110.933946 \nL 158.969829 97.491283 \nL 159.047992 126.737273 \nL 159.060295 126.212681 \nL 159.082007 122.278243 \nL 159.113851 133.130735 \nL 159.118194 132.901226 \nL 159.14859 141.524203 \nL 159.171026 108.671644 \nL 159.234714 138.5078 \nL 159.284651 112.671657 \nL 159.254978 142.442238 \nL 159.358471 132.147125 \nL 159.385973 124.540545 \nL 159.448937 137.720912 \nL 159.561115 148.343895 \nL 159.493808 128.638918 \nL 159.5698 144.179948 \nL 159.59513 116.966751 \nL 159.667503 156.147197 \nL 159.678359 147.261925 \nL 159.762311 156.11441 \nL 159.701518 108.540497 \nL 159.786194 147.196351 \nL 159.806459 119.622497 \nL 159.854948 156.376706 \nL 159.895477 150.475049 \nL 159.97364 153.819322 \nL 160.011997 146.868481 \nL 160.116938 135.196315 \nL 160.067 154.868505 \nL 160.13286 144.475031 \nL 160.161809 149.16357 \nL 160.21826 124.179888 \nL 160.333332 117.622491 \nL 160.276881 133.261883 \nL 160.334056 118.376592 \nL 160.399191 145.229132 \nL 160.454918 128.704492 \nL 160.533081 104.278189 \nL 160.504856 131.556959 \nL 160.556964 130.147119 \nL 160.597493 149.950457 \nL 160.636574 107.327378 \nL 160.671313 137.032386 \nL 160.74441 107.097869 \nL 160.70171 149.884883 \nL 160.779148 139.393049 \nL 160.797242 148.212747 \nL 160.845731 117.097899 \nL 160.89205 146.999629 \nL 160.905801 148.311108 \nL 160.931855 129.852036 \nL 160.942711 113.097887 \nL 160.966594 140.376658 \nL 161.044756 122.96677 \nL 161.149697 116.015929 \nL 161.130156 128.737279 \nL 161.165619 119.196266 \nL 161.334247 159.524257 \nL 161.261151 114.179858 \nL 161.336419 157.360316 \nL 161.465242 109.458532 \nL 161.486954 128.245474 \nL 161.530378 152.31112 \nL 161.579591 114.278219 \nL 161.594789 115.622485 \nL 161.664991 99.655224 \nL 161.680189 118.83561 \nL 161.752562 147.85209 \nL 161.792367 123.753657 \nL 161.862569 116.638882 \nL 161.904545 122.704474 \nL 162.026855 143.524209 \nL 161.911058 120.147089 \nL 162.043501 140.868463 \nL 162.082582 130.934007 \nL 162.054356 142.475025 \nL 162.162916 137.720912 \nL 162.166534 139.983214 \nL 162.201273 123.688083 \nL 162.257724 129.753675 \nL 162.377139 113.39297 \nL 162.378586 120.179876 \nL 162.482079 141.130759 \nL 162.492212 135.688119 \nL 162.508857 126.901208 \nL 162.584125 152.96686 \nL 162.591362 150.540623 \nL 162.592086 150.770132 \nL 162.611627 129.720888 \nL 162.663735 139.294688 \nL 162.71512 118.966757 \nL 162.77736 129.360231 \nL 162.791111 131.556959 \nL 162.844667 116.376586 \nL 162.881577 126.212681 \nL 162.925001 112.802804 \nL 162.964806 133.950409 \nL 162.97349 132.802865 \nL 162.99665 136.507794 \nL 163.028494 123.163491 \nL 163.082773 130.606137 \nL 163.203636 137.229108 \nL 163.141395 112.802804 \nL 163.207254 135.622545 \nL 163.226795 131.458598 \nL 163.304958 140.934037 \nL 163.347658 135.065167 \nL 163.380225 142.999617 \nL 163.40049 142.048794 \nL 163.424373 148.475043 \nL 163.459835 140.179936 \nL 163.520629 145.622576 \nL 163.605305 132.278273 \nL 163.566223 146.11438 \nL 163.669716 135.196315 \nL 163.737747 138.999605 \nL 163.759459 129.884823 \nL 163.775381 133.7209 \nL 163.863675 114.933958 \nL 163.94618 123.917592 \nL 163.960655 139.753705 \nL 164.058358 132.540569 \nL 164.182116 114.474941 \nL 164.195143 116.901177 \nL 164.316729 121.720864 \nL 164.19659 116.507734 \nL 164.318176 121.360207 \nL 164.385483 120.99955 \nL 164.397786 129.655314 \nL 164.406471 133.852048 \nL 164.485357 125.294645 \nL 164.511412 132.540569 \nL 164.538913 129.852036 \nL 164.559178 142.114368 \nL 164.609839 136.835664 \nL 164.675698 141.261907 \nL 164.698857 132.704504 \nL 164.722016 137.458617 \nL 164.724188 137.458617 \nL 164.725635 137.688125 \nL 164.774125 126.44219 \nL 164.866762 102.704413 \nL 164.908014 117.52413 \nL 164.976045 139.950427 \nL 165.019468 118.442166 \nL 165.156977 133.884835 \nL 165.052036 113.524118 \nL 165.197505 124.540545 \nL 165.198953 124.245462 \nL 165.203295 143.065191 \nL 165.266983 131.819255 \nL 165.304617 141.524203 \nL 165.326329 127.19629 \nL 165.38278 133.097948 \nL 165.437783 126.311042 \nL 165.404491 135.917628 \nL 165.497852 132.507782 \nL 165.504366 135.130741 \nL 165.52463 128.114326 \nL 165.609306 133.065161 \nL 165.61003 133.065161 \nL 165.683127 121.458568 \nL 165.644769 133.983196 \nL 165.716418 133.753687 \nL 165.717142 133.819261 \nL 165.730893 125.229071 \nL 165.840899 115.655272 \nL 165.779382 130.868433 \nL 165.858269 119.196266 \nL 165.918338 122.245456 \nL 165.946563 116.212651 \nL 165.948735 117.163473 \nL 165.950182 115.917568 \nL 166.023279 143.261913 \nL 166.047162 135.36025 \nL 166.134009 141.786498 \nL 166.152826 132.245486 \nL 166.156444 134.278279 \nL 166.162234 131.097942 \nL 166.231712 150.802919 \nL 166.25849 142.96683 \nL 166.261385 141.425842 \nL 166.276583 146.901268 \nL 166.345337 157.09802 \nL 166.364878 138.376652 \nL 166.367773 139.983214 \nL 166.475608 138.934031 \nL 166.407578 145.229132 \nL 166.479227 138.999605 \nL 166.482122 138.934031 \nL 166.485017 138.540587 \nL 166.526993 156.639002 \nL 166.52844 156.147197 \nL 166.550152 160.934097 \nL 166.568969 133.884835 \nL 166.578378 120.179876 \nL 166.61963 138.376652 \nL 166.681147 128.868427 \nL 166.69345 122.737261 \nL 166.752072 139.425836 \nL 166.754243 138.901244 \nL 166.763652 142.802895 \nL 166.783916 129.360231 \nL 166.865697 139.983214 \nL 166.866421 139.983214 \nL 166.909845 125.78645 \nL 166.882343 144.179948 \nL 166.996692 132.573356 \nL 167.071236 135.45861 \nL 167.019851 123.884805 \nL 167.098738 126.966782 \nL 167.100909 126.573338 \nL 167.111041 132.015977 \nL 167.164597 141.425842 \nL 167.224666 136.802877 \nL 167.383163 155.819328 \nL 167.300658 134.343853 \nL 167.391847 150.409475 \nL 167.415007 139.065179 \nL 167.450469 154.212765 \nL 167.508368 141.097972 \nL 167.626335 150.90128 \nL 167.785555 172.21282 \nL 167.817399 162.016068 \nL 167.828979 155.393097 \nL 167.873126 174.540696 \nL 167.936091 163.065251 \nL 167.994712 184.081708 \nL 168.008463 186.966963 \nL 168.03307 177.786607 \nL 168.039584 174.70463 \nL 168.111956 194.901413 \nL 168.11268 194.9342 \nL 168.13005 190.80304 \nL 168.24657 166.507884 \nL 168.212554 210.311295 \nL 168.257426 173.458725 \nL 168.297231 194.114525 \nL 168.337036 172.343968 \nL 168.387697 191.032549 \nL 168.423883 208.08178 \nL 168.449937 167.75379 \nL 168.452108 168.671825 \nL 168.454279 166.802967 \nL 168.515796 206.508005 \nL 168.517968 204.442425 \nL 168.612776 211.13097 \nL 168.55922 183.032524 \nL 168.629422 207.130958 \nL 168.751732 172.442329 \nL 168.822657 195.294857 \nL 168.855948 170.376749 \nL 168.871147 155.03244 \nL 168.949309 186.409584 \nL 168.963784 179.688252 \nL 169.075238 175.753814 \nL 169.01734 200.212904 \nL 169.077409 175.852175 \nL 169.081028 173.393151 \nL 169.12807 202.737502 \nL 169.134583 204.344064 \nL 169.181626 158.868517 \nL 169.289461 145.458641 \nL 169.210575 176.442341 \nL 169.297422 146.540611 \nL 169.391507 132.802865 \nL 169.329266 152.901286 \nL 169.428417 137.032386 \nL 169.492105 126.212681 \nL 169.542042 141.950433 \nL 169.694025 122.048734 \nL 169.569544 147.85209 \nL 169.699091 123.163491 \nL 169.802584 116.245438 \nL 169.76495 135.196315 \nL 169.816335 121.163485 \nL 169.968318 142.606173 \nL 169.853245 120.835616 \nL 169.971213 141.55699 \nL 170.020426 129.097936 \nL 170.067468 153.589813 \nL 170.068916 154.409487 \nL 170.124643 128.606131 \nL 170.155039 132.114338 \nL 170.231031 109.26181 \nL 170.194121 133.950409 \nL 170.28531 122.081521 \nL 170.299061 124.901202 \nL 170.330905 110.638863 \nL 170.38229 113.851988 \nL 170.42499 103.556875 \nL 170.400383 117.622491 \nL 170.478546 115.097893 \nL 170.612435 131.688107 \nL 170.618225 129.950397 \nL 170.64645 118.048722 \nL 170.696388 146.245528 \nL 170.713033 150.147179 \nL 170.747772 119.58971 \nL 170.796986 129.524166 \nL 170.972128 105.655242 \nL 170.977918 107.097869 \nL 171.023512 113.294609 \nL 171.058975 96.54046 \nL 171.063317 95.556851 \nL 171.134966 123.163491 \nL 171.152336 118.573314 \nL 171.162468 113.163461 \nL 171.270304 106.310982 \nL 171.218919 134.638936 \nL 171.276093 108.376562 \nL 171.277541 108.212627 \nL 171.305042 118.901183 \nL 171.310832 118.114296 \nL 171.370178 109.524106 \nL 171.44038 135.229102 \nL 171.464263 122.901196 \nL 171.444722 136.015989 \nL 171.542425 135.524184 \nL 171.651708 152.999647 \nL 171.581506 118.802823 \nL 171.657498 145.819297 \nL 171.682105 113.360183 \nL 171.776189 120.540533 \nL 171.790664 114.770023 \nL 171.840601 140.966824 \nL 171.859418 149.622588 \nL 171.896328 110.933946 \nL 171.944818 135.261889 \nL 171.986794 108.17984 \nL 172.080155 119.688071 \nL 172.207531 107.85197 \nL 172.135882 119.884793 \nL 172.213321 112.540509 \nL 172.379054 125.097923 \nL 172.420307 121.98316 \nL 172.463007 126.048746 \nL 172.490508 128.770066 \nL 172.513668 105.196224 \nL 172.625845 69.68792 \nL 172.583869 140.90125 \nL 172.636701 81.065004 \nL 172.690257 132.540569 \nL 172.728615 72.966619 \nL 172.755393 91.458478 \nL 172.895072 129.425805 \nL 172.821975 86.901087 \nL 172.90448 126.474977 \nL 172.937772 106.671638 \nL 172.976853 140.475019 \nL 173.004355 150.409475 \nL 173.036923 98.868336 \nL 173.047055 95.589638 \nL 173.088307 122.933983 \nL 173.108572 134.737297 \nL 173.13535 94.04865 \nL 173.136073 94.868324 \nL 173.149824 89.491259 \nL 173.202656 129.26187 \nL 173.246804 94.868324 \nL 173.316281 132.9668 \nL 173.355363 91.884709 \nL 173.356086 91.425691 \nL 173.4053 129.032362 \nL 173.408195 128.081539 \nL 173.421946 136.44222 \nL 173.461751 85.45846 \nL 173.524715 132.868439 \nL 173.525439 132.901226 \nL 173.530505 129.065149 \nL 173.566691 82.0814 \nL 173.627484 136.638942 \nL 173.64992 107.589674 \nL 173.670908 97.065052 \nL 173.711437 130.934007 \nL 173.733872 141.786498 \nL 173.775125 82.212548 \nL 173.815653 119.884793 \nL 173.879341 79.327294 \nL 173.835194 130.048758 \nL 173.938687 115.032319 \nL 174.024811 123.589722 \nL 173.971255 109.26181 \nL 174.05376 117.819213 \nL 174.173175 109.065088 \nL 174.144226 119.294627 \nL 174.174622 110.57329 \nL 174.254956 143.097978 \nL 174.289695 113.851988 \nL 174.325158 124.671693 \nL 174.296209 111.392964 \nL 174.392464 113.0651 \nL 174.508261 83.786324 \nL 174.460495 132.934013 \nL 174.514774 93.294549 \nL 174.650111 129.491379 \nL 174.655177 129.294657 \nL 174.784725 134.179918 \nL 174.712352 127.622521 \nL 174.803542 130.999581 \nL 174.82453 129.655314 \nL 174.854203 144.343883 \nL 174.854926 144.343883 \nL 174.857097 144.770114 \nL 174.875914 136.311072 \nL 174.915719 119.097905 \nL 174.972894 145.917658 \nL 174.973618 145.917658 \nL 174.975065 145.950445 \nL 174.988092 141.393055 \nL 175.107507 116.409373 \nL 175.069873 154.737357 \nL 175.111126 119.622497 \nL 175.142246 121.360207 \nL 175.206658 101.32736 \nL 175.236331 81.130578 \nL 175.302914 113.097887 \nL 175.310151 112.73723 \nL 175.400617 123.360213 \nL 175.332586 107.19623 \nL 175.416539 112.015917 \nL 175.426671 100.376537 \nL 175.497596 127.819243 \nL 175.527269 112.507722 \nL 175.547534 104.573271 \nL 175.593128 140.868463 \nL 175.596023 140.704528 \nL 175.608327 145.03241 \nL 175.649579 103.688023 \nL 175.698069 125.78645 \nL 175.812418 128.311048 \nL 175.740045 108.17984 \nL 175.813142 128.278261 \nL 175.861631 112.474935 \nL 175.90216 141.032398 \nL 175.918082 149.884883 \nL 175.967296 107.294591 \nL 176.004929 130.081545 \nL 176.019404 134.934019 \nL 176.060656 107.720822 \nL 176.06138 108.147053 \nL 176.072236 106.179834 \nL 176.101185 127.294651 \nL 176.12145 140.770102 \nL 176.154017 93.360123 \nL 176.155465 94.80275 \nL 176.163426 88.966667 \nL 176.232904 123.917592 \nL 176.264024 100.147029 \nL 176.334225 128.278261 \nL 176.282117 96.86833 \nL 176.376202 103.458514 \nL 176.38561 97.917514 \nL 176.437718 125.163497 \nL 176.485485 101.589656 \nL 176.542659 131.032368 \nL 176.586083 99.884733 \nL 176.596215 101.753591 \nL 176.596939 101.196212 \nL 176.646152 126.999569 \nL 176.701879 105.360159 \nL 176.75254 119.91758 \nL 176.787279 96.245377 \nL 176.897286 81.65517 \nL 176.856757 111.032307 \nL 176.914655 89.687981 \nL 176.956631 111.458538 \nL 176.993541 64.868234 \nL 176.994265 64.999382 \nL 177.105719 41.655049 \nL 177.053611 103.851958 \nL 177.115851 45.687848 \nL 177.265663 98.737188 \nL 177.378564 105.229011 \nL 177.323561 69.720707 \nL 177.384354 103.884745 \nL 177.404619 80.376477 \nL 177.526929 60.868222 \nL 177.478439 103.327366 \nL 177.531271 64.573151 \nL 177.689767 122.31103 \nL 177.690491 122.147095 \nL 177.73681 72.474814 \nL 177.812801 95.065046 \nL 177.914123 125.327432 \nL 177.818591 92.212578 \nL 177.977087 119.229053 \nL 177.980706 119.425775 \nL 178.013997 112.901165 \nL 178.152953 73.523997 \nL 178.08637 117.032325 \nL 178.161638 76.081382 \nL 178.205061 110.24542 \nL 178.255722 72.540388 \nL 178.27671 82.40927 \nL 178.312173 102.573265 \nL 178.355597 59.753464 \nL 178.357044 60.278056 \nL 178.361386 57.261653 \nL 178.386717 67.655127 \nL 178.419285 78.93385 \nL 178.45909 45.294404 \nL 178.463432 46.015718 \nL 178.491657 87.655188 \nL 178.609625 125.065137 \nL 178.6241 134.638936 \nL 178.660286 112.933952 \nL 178.773911 86.933874 \nL 178.727593 137.917634 \nL 178.778977 87.130596 \nL 178.916485 122.606113 \nL 178.781872 85.425673 \nL 178.922999 119.163479 \nL 178.982345 101.950313 \nL 179.011294 121.688077 \nL 179.04169 131.65532 \nL 179.087285 97.85194 \nL 179.088733 98.868336 \nL 179.194397 80.310903 \nL 179.143012 122.507752 \nL 179.21249 86.704365 \nL 179.250848 102.704413 \nL 179.302232 62.802654 \nL 179.308746 65.097743 \nL 179.339142 96.671608 \nL 179.352893 104.245402 \nL 179.40283 48.671464 \nL 179.446978 88.409288 \nL 179.453491 93.196188 \nL 179.457834 96.21259 \nL 179.496191 56.048535 \nL 179.564222 94.573241 \nL 179.619225 50.737044 \nL 179.68436 67.884636 \nL 179.719823 50.146878 \nL 179.745877 73.983015 \nL 179.875425 105.360159 \nL 179.824764 64.80266 \nL 179.884833 99.458502 \nL 179.928257 72.212518 \nL 179.97168 109.097875 \nL 179.978194 112.343787 \nL 179.986155 100.737194 \nL 180.023789 70.048577 \nL 180.082411 100.99949 \nL 180.108465 78.507619 \nL 180.192417 104.343763 \nL 180.13669 65.261677 \nL 180.206892 73.261702 \nL 180.238012 64.212494 \nL 180.287949 105.851964 \nL 180.319793 68.212506 \nL 180.395061 107.85197 \nL 180.331373 64.081346 \nL 180.431971 71.097761 \nL 180.441379 69.163329 \nL 180.464539 88.310927 \nL 180.499278 110.933946 \nL 180.533293 70.9994 \nL 180.585401 99.753585 \nL 180.586125 99.753585 \nL 180.638957 89.786342 \nL 180.607837 103.655236 \nL 180.672972 103.655236 \nL 180.704816 112.015917 \nL 180.757648 89.622407 \nL 180.765609 91.392904 \nL 180.766333 90.278146 \nL 180.811204 123.229065 \nL 180.867655 104.868354 \nL 180.871997 103.884745 \nL 180.920487 112.474935 \nL 180.921935 112.442148 \nL 180.925553 112.802804 \nL 180.949436 102.245396 \nL 180.956674 90.376507 \nL 181.020362 120.081515 \nL 181.06089 100.933916 \nL 181.123131 130.737285 \nL 181.158594 89.294537 \nL 181.170173 99.097845 \nL 181.27439 70.933826 \nL 181.23169 108.474923 \nL 181.296826 79.884672 \nL 181.331564 86.21256 \nL 181.366303 67.786275 \nL 181.392358 72.835471 \nL 181.393081 72.40924 \nL 181.434334 96.048656 \nL 181.492956 76.966631 \nL 181.539998 108.93394 \nL 181.606581 84.80272 \nL 181.754221 113.884775 \nL 181.681849 78.704341 \nL 181.764354 99.392928 \nL 181.796198 76.146956 \nL 181.876531 93.425697 \nL 181.897519 86.343708 \nL 181.923574 101.9831 \nL 181.980748 108.442136 \nL 182.003184 97.819153 \nL 182.117533 63.655115 \nL 182.063977 115.491337 \nL 182.128388 69.983003 \nL 182.163127 100.212603 \nL 182.197143 57.261653 \nL 182.254317 88.540436 \nL 182.325966 64.638725 \nL 182.27241 93.851928 \nL 182.353468 92.4093 \nL 182.374456 104.147041 \nL 182.41209 43.950138 \nL 182.419327 47.29441 \nL 182.423669 41.032096 \nL 182.482291 93.458484 \nL 182.522096 64.933808 \nL 182.574928 90.606016 \nL 182.529334 64.442003 \nL 182.653815 86.8683 \nL 182.680593 92.999466 \nL 182.681316 92.933892 \nL 182.703752 97.327348 \nL 182.780467 89.130602 \nL 182.791323 92.769957 \nL 182.839089 69.163329 \nL 182.88396 105.556881 \nL 182.885408 104.80278 \nL 182.891921 110.901159 \nL 182.948372 68.343654 \nL 182.997585 107.294591 \nL 183.00048 107.819183 \nL 183.016402 83.851897 \nL 183.036667 65.55676 \nL 183.105421 103.524088 \nL 183.116277 96.015869 \nL 183.157529 81.491235 \nL 183.207466 108.60607 \nL 183.222665 98.671614 \nL 183.313131 117.19626 \nL 183.264641 81.360087 \nL 183.328329 94.14701 \nL 183.471627 49.819008 \nL 183.4159 95.065046 \nL 183.475246 52.441967 \nL 183.520117 86.802726 \nL 183.56933 38.146842 \nL 183.585252 50.114091 \nL 183.633018 80.573199 \nL 183.674271 45.655061 \nL 183.705391 64.868234 \nL 183.842899 93.851928 \nL 183.857374 84.212554 \nL 183.923233 94.212584 \nL 183.979684 74.573181 \nL 183.991987 70.605956 \nL 184.012975 77.753518 \nL 184.044095 90.99946 \nL 184.092585 58.081328 \nL 184.103441 61.032157 \nL 184.104165 60.868222 \nL 184.130219 79.655164 \nL 184.13239 79.196146 \nL 184.173643 69.950216 \nL 184.248187 88.27814 \nL 184.251805 88.737158 \nL 184.296676 58.146902 \nL 184.299571 59.294446 \nL 184.300295 58.540346 \nL 184.346614 87.130596 \nL 184.402341 67.655127 \nL 184.460963 96.769969 \nL 184.481951 62.048553 \nL 184.507281 65.13053 \nL 184.508729 62.769867 \nL 184.562284 97.032265 \nL 184.61584 70.540382 \nL 184.669396 91.491265 \nL 184.709201 64.114133 \nL 184.717162 66.310861 \nL 184.71861 65.786269 \nL 184.764204 97.556857 \nL 184.776508 94.081437 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60.409204 \nL 186.02349 117.392982 \nL 186.090797 71.392844 \nL 186.127707 106.343769 \nL 186.181263 47.786215 \nL 186.195014 58.999364 \nL 186.231924 91.065034 \nL 186.28548 35.88454 \nL 186.286927 34.507486 \nL 186.336141 80.540412 \nL 186.385354 43.425546 \nL 186.438186 84.507637 \nL 186.49319 36.441918 \nL 186.494637 35.55667 \nL 186.548917 76.21253 \nL 186.564115 63.327245 \nL 186.651686 84.80272 \nL 186.594511 61.163304 \nL 186.677016 80.67156 \nL 186.699452 67.95021 \nL 186.755179 108.474923 \nL 186.791365 75.097773 \nL 186.858672 104.343763 \nL 186.893411 70.212512 \nL 186.895582 71.523991 \nL 187.017168 49.03212 \nL 186.959994 100.048668 \nL 187.021511 51.917375 \nL 187.067106 86.409282 \nL 187.115595 47.491132 \nL 187.136583 65.196104 \nL 187.141649 69.68792 \nL 187.214746 54.376399 \nL 187.273368 96.638821 \nL 187.274815 97.589644 \nL 187.282053 91.261756 \nL 187.329819 50.67147 \nL 187.388441 93.163401 \nL 187.392783 91.32733 \nL 187.393507 91.425691 \nL 187.408705 81.294513 \nL 187.426798 57.327227 \nL 187.474564 86.409282 \nL 187.52233 69.950216 \nL 187.524501 66.474796 \nL 187.588189 95.196194 \nL 187.627271 73.81908 \nL 187.696025 94.769963 \nL 187.728593 71.196122 \nL 187.736554 72.310879 \nL 187.74162 68.737098 \nL 187.766226 83.81911 \nL 187.793728 105.13065 \nL 187.82702 68.802672 \nL 187.87768 89.458472 \nL 187.949329 82.442057 \nL 187.90663 96.278164 \nL 187.982621 93.884715 \nL 188.010846 98.638827 \nL 188.039795 84.573211 \nL 188.157039 71.064974 \nL 188.109997 116.638882 \nL 188.162105 73.261702 \nL 188.217832 108.442136 \nL 188.251124 68.474802 \nL 188.255466 66.146926 \nL 188.315536 110.606077 \nL 188.318431 111.688047 \nL 188.332905 85.622395 \nL 188.365473 60.474778 \nL 188.420476 105.163437 \nL 188.455939 61.064944 \nL 188.466071 56.507553 \nL 188.510218 86.179773 \nL 188.633976 104.343763 \nL 188.582591 70.769891 \nL 188.639042 103.72081 \nL 188.777998 41.720623 \nL 188.806223 65.491186 \nL 188.839514 92.147004 \nL 188.883662 25.261557 \nL 188.916953 65.982991 \nL 188.976299 24.57303 \nL 188.94156 75.819086 \nL 189.02696 67.327257 \nL 189.047224 78.999424 \nL 189.087029 42.441937 \nL 189.091372 40.146848 \nL 189.15506 82.507631 \nL 189.19197 55.458369 \nL 189.258553 104.868354 \nL 189.196312 55.22886 \nL 189.307766 62.146914 \nL 189.309937 59.261659 \nL 189.354085 100.015881 \nL 189.411983 71.589565 \nL 189.46771 87.327318 \nL 189.495935 63.392819 \nL 189.511134 57.884606 \nL 189.560347 92.999466 \nL 189.596533 76.442039 \nL 189.676867 97.655218 \nL 189.707264 79.196146 \nL 189.82306 57.720671 \nL 189.777465 109.196236 \nL 189.823784 58.540346 \nL 189.881682 92.4093 \nL 189.917145 53.851807 \nL 189.931619 50.212452 \nL 189.996031 86.901087 \nL 190.01919 72.310879 \nL 190.095905 96.081443 \nL 190.031494 69.655133 \nL 190.137882 82.278122 \nL 190.138605 82.048613 \nL 190.177687 100.179816 \nL 190.192161 100.147029 \nL 190.200846 102.606052 \nL 190.235585 81.065004 \nL 190.247165 82.933862 \nL 190.339802 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101.196212 \nL 217.811053 127.032356 \nL 217.944943 98.704401 \nL 217.913823 127.786456 \nL 217.965931 103.06507 \nL 217.966655 103.032283 \nL 217.973892 107.622461 \nL 218.001394 124.474971 \nL 218.087517 112.212639 \nL 218.126599 116.933964 \nL 218.162785 108.048692 \nL 218.167851 108.147053 \nL 218.280029 77.491223 \nL 218.210551 117.589704 \nL 218.294503 94.47488 \nL 218.431288 116.933964 \nL 218.374113 92.573235 \nL 218.434907 116.376586 \nL 218.573139 96.769969 \nL 218.576033 99.392928 \nL 218.641169 107.360165 \nL 218.59485 92.376513 \nL 218.68025 96.769969 \nL 218.682421 94.245371 \nL 218.766374 116.802817 \nL 218.780125 111.622473 \nL 218.914014 94.573241 \nL 218.848155 119.884793 \nL 218.919804 95.753573 \nL 218.955267 117.19626 \nL 218.992901 86.966661 \nL 219.008099 87.655188 \nL 219.015336 83.72075 \nL 219.034153 94.245371 \nL 219.115211 78.999424 \nL 219.161529 120.409385 \nL 219.180346 91.524052 \nL 219.299761 70.67153 \nL 219.267193 107.229017 \nL 219.301209 71.130548 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223.332371 105.655242 \nL 223.392441 61.720683 \nL 223.393164 61.589535 \nL 223.406191 77.851879 \nL 223.43514 100.704407 \nL 223.490868 57.917393 \nL 223.519817 84.212554 \nL 223.541528 94.704389 \nL 223.558174 75.196134 \nL 223.587123 56.146896 \nL 223.645021 92.835531 \nL 223.67976 58.441985 \nL 223.749238 94.343732 \nL 223.701472 51.556718 \nL 223.794109 65.720695 \nL 223.804242 61.130517 \nL 223.838257 91.98307 \nL 223.853455 100.704407 \nL 223.906287 49.851795 \nL 223.911353 51.163274 \nL 223.948263 91.196182 \nL 223.957672 96.901117 \nL 224.00399 41.228818 \nL 224.061165 94.999472 \nL 224.097351 40.999309 \nL 224.06406 96.179803 \nL 224.197226 46.474736 \nL 224.276836 89.130602 \nL 224.206634 41.032096 \nL 224.315193 53.327215 \nL 224.318812 49.819008 \nL 224.369473 83.524028 \nL 224.37671 86.442069 \nL 224.412896 39.097664 \nL 224.480927 84.737146 \nL 224.528693 25.818936 \nL 224.635805 40.507504 \nL 224.774037 88.60601 \nL 224.637976 38.507498 \nL 224.77476 88.507649 \nL 224.842067 60.573139 \nL 224.794301 92.73717 \nL 224.896346 81.392874 \nL 224.904307 83.425667 \nL 224.915163 74.114163 \nL 225.035302 50.67147 \nL 225.000563 97.884727 \nL 225.036026 51.064913 \nL 225.057738 41.130457 \nL 225.070765 60.966583 \nL 225.104056 90.638803 \nL 225.158336 29.425504 \nL 225.182219 62.376423 \nL 225.207549 84.573211 \nL 225.256763 39.753404 \nL 225.257487 37.589463 \nL 225.319727 81.261726 \nL 225.353019 81.196152 \nL 225.413812 86.704365 \nL 225.452169 52.73705 \nL 225.455064 52.868197 \nL 225.455788 52.900984 \nL 225.460854 48.343594 \nL 225.462301 48.868185 \nL 225.553491 39.556682 \nL 225.515857 81.032217 \nL 225.570861 54.441973 \nL 225.617179 89.655194 \nL 225.687381 66.048565 \nL 225.816204 88.901093 \nL 225.769162 61.261665 \nL 225.817652 88.474862 \nL 225.877721 81.622383 \nL 225.907394 89.655194 \nL 225.940685 99.425715 \nL 225.976148 61.786257 \nL 225.993517 63.950198 \nL 225.994241 63.556754 \nL 226.043455 96.442099 \nL 226.147671 112.343787 \nL 226.096287 75.491217 \nL 226.157804 99.91752 \nL 226.189648 64.868234 \nL 226.24827 108.409349 \nL 226.272153 90.081424 \nL 226.292417 79.556803 \nL 226.356105 112.704443 \nL 226.385778 83.327306 \nL 226.411832 77.294501 \nL 226.455979 115.983142 \nL 226.461046 117.688065 \nL 226.490718 72.114157 \nL 226.491442 73.097767 \nL 226.563815 110.442142 \nL 226.613028 53.687872 \nL 226.670203 101.032277 \nL 226.620266 50.3436 \nL 226.722311 53.884594 \nL 226.723035 52.507541 \nL 226.767182 93.458484 \nL 226.819291 80.34369 \nL 226.878636 89.032241 \nL 226.914099 73.196128 \nL 226.914823 73.196128 \nL 226.97634 103.163431 \nL 227.028448 77.52401 \nL 227.126875 70.146938 \nL 227.087794 109.458532 \nL 227.140626 74.80269 \nL 227.194182 107.917544 \nL 227.221683 66.048565 \nL 227.226026 67.360044 \nL 227.23471 63.851837 \nL 227.292609 105.13065 \nL 227.333137 77.064992 \nL 227.400444 103.06507 \nL 227.430117 64.015772 \nL 227.433735 65.786269 \nL 227.440249 62.114127 \nL 227.503213 96.21259 \nL 227.504661 96.147017 \nL 227.506832 96.638821 \nL 227.534334 74.507607 \nL 227.541571 71.950222 \nL 227.615391 95.556851 \nL 227.618286 95.360129 \nL 227.653025 76.638761 \nL 227.707304 100.114242 \nL 227.817311 109.458532 \nL 227.750004 73.06498 \nL 227.820206 107.5241 \nL 227.868696 70.048577 \nL 227.922252 110.343781 \nL 227.938897 81.786317 \nL 227.965675 62.40921 \nL 228.019231 108.343775 \nL 228.058312 63.327245 \nL 228.235626 106.147047 \nL 228.066273 59.982973 \nL 228.24431 98.901123 \nL 228.268193 85.327312 \nL 228.339119 99.753585 \nL 228.356488 94.47488 \nL 228.360107 95.917508 \nL 228.399912 82.73714 \nL 228.448401 88.704371 \nL 228.480245 70.212512 \nL 228.541039 92.966679 \nL 228.656111 100.704407 \nL 228.58591 59.392807 \nL 228.656835 100.310963 \nL 228.795067 51.064913 \nL 228.860926 98.474892 \nL 228.902179 45.687848 \nL 229.057056 102.114248 \nL 229.109165 89.097815 \nL 229.135943 106.343769 \nL 229.144627 111.032307 \nL 229.19167 89.950277 \nL 229.24812 107.19623 \nL 229.255358 109.392958 \nL 229.30819 98.376531 \nL 229.314703 99.130632 \nL 229.316151 98.901123 \nL 229.377668 109.753615 \nL 229.380563 110.67165 \nL 229.406617 94.80275 \nL 229.484779 107.950331 \nL 229.485503 108.048692 \nL 229.497083 95.097833 \nL 229.501425 96.081443 \nL 229.594062 113.327396 \nL 229.618669 85.819117 \nL 229.698279 99.294567 \nL 229.732294 91.163395 \nL 229.741703 90.179785 \nL 229.780784 104.114254 \nL 229.836511 91.786348 \nL 229.905989 123.130704 \nL 229.949412 102.507691 \nL 230.038431 95.491277 \nL 229.969677 115.819207 \nL 230.057248 104.573271 \nL 230.088368 115.229041 \nL 230.132516 97.52407 \nL 230.146266 98.704401 \nL 230.239627 93.425697 \nL 230.211402 109.753615 \nL 230.25772 94.80275 \nL 230.325027 103.72081 \nL 230.356147 90.540442 \nL 230.361213 92.769957 \nL 230.45964 84.769933 \nL 230.420559 116.212651 \nL 230.472668 89.950277 \nL 230.521157 95.78636 \nL 230.558791 84.540424 \nL 230.569647 85.720756 \nL 230.571094 85.589608 \nL 230.620308 96.015869 \nL 230.622479 95.983082 \nL 230.736104 102.802774 \nL 230.67314 82.310909 \nL 230.745513 100.704407 \nL 230.780975 84.245341 \nL 230.812819 101.556869 \nL 230.865652 92.278152 \nL 230.948157 128.999575 \nL 230.874336 90.769951 \nL 230.977829 102.671626 \nL 231.014016 122.606113 \nL 230.988685 95.491277 \nL 231.014739 122.442178 \nL 231.054545 138.442226 \nL 231.08856 91.917496 \nL 231.1081 104.933928 \nL 231.147905 124.638906 \nL 231.1935 92.474874 \nL 231.194224 93.06504 \nL 231.194948 92.769957 \nL 231.236924 120.737255 \nL 231.260083 127.917604 \nL 231.272387 113.950349 \nL 231.296993 97.85194 \nL 231.349825 125.819237 \nL 231.468517 141.458629 \nL 231.402657 101.9831 \nL 231.471412 137.327469 \nL 231.504703 98.802762 \nL 231.57201 142.802895 \nL 231.598788 101.851952 \nL 231.610367 90.048637 \nL 231.660304 126.179894 \nL 231.679845 132.31106 \nL 231.714584 91.786348 \nL 231.75656 108.442136 \nL 231.770311 112.868378 \nL 231.807945 95.032259 \nL 231.813735 96.310951 \nL 231.815182 95.917508 \nL 231.826762 101.819165 \nL 231.869462 107.589674 \nL 231.916504 100.573259 \nL 231.937492 101.589656 \nL 231.93894 101.589656 \nL 231.991772 104.540484 \nL 232.009865 94.310945 \nL 232.122043 87.556827 \nL 232.100331 104.999502 \nL 232.12349 89.884703 \nL 232.200205 106.737212 \nL 232.216851 88.179779 \nL 232.234944 91.261756 \nL 232.237115 90.606016 \nL 232.250142 96.802756 \nL 232.381137 123.425787 \nL 232.400678 121.852012 \nL 232.452786 115.392976 \nL 232.480288 124.638906 \nL 232.513579 136.901238 \nL 232.545423 117.032325 \nL 232.637337 107.065082 \nL 232.61852 125.294645 \nL 232.659049 111.950343 \nL 232.716223 138.606161 \nL 232.750962 98.17981 \nL 232.755304 98.507679 \nL 232.931894 116.376586 \nL 232.757476 97.983088 \nL 232.940579 112.63887 \nL 233.057822 96.11423 \nL 233.012228 122.868409 \nL 233.061441 96.278164 \nL 233.067231 95.589638 \nL 233.079534 98.474892 \nL 233.194607 111.622473 \nL 233.245268 134.573362 \nL 233.261914 100.737194 \nL 233.363236 83.753537 \nL 233.299547 101.228999 \nL 233.378434 86.901087 \nL 233.379158 86.901087 \nL 233.379881 86.704365 \nL 233.416068 99.884733 \nL 233.453701 96.54046 \nL 233.5543 112.966739 \nL 233.482651 79.68795 \nL 233.565879 97.884727 \nL 233.588315 63.622328 \nL 233.689637 78.999424 \nL 233.764181 103.491301 \nL 233.817736 99.983094 \nL 233.900241 86.081412 \nL 233.863331 121.720864 \nL 233.942218 94.278158 \nL 233.942941 94.278158 \nL 233.999392 73.917441 \nL 234.062356 91.819135 \nL 234.134005 104.737206 \nL 234.109399 82.769927 \nL 234.176705 95.687999 \nL 234.203483 75.524004 \nL 234.272237 103.556875 \nL 234.278751 102.966709 \nL 234.380796 121.065124 \nL 234.3077 95.884721 \nL 234.401785 108.442136 \nL 234.420602 98.343744 \nL 234.471262 140.081575 \nL 234.474157 139.91764 \nL 234.496593 147.196351 \nL 234.528437 99.130632 \nL 234.581993 137.589764 \nL 234.635549 111.819195 \nL 234.699237 115.491337 \nL 234.701408 115.753633 \nL 234.707198 111.196242 \nL 234.738318 91.6552 \nL 234.817204 112.147065 \nL 234.857009 122.015947 \nL 234.830955 106.081473 \nL 234.924316 111.720834 \nL 234.959779 101.622443 \nL 234.999584 127.261864 \nL 235.025638 119.622497 \nL 235.043731 113.261822 \nL 235.091497 127.261864 \nL 235.12117 120.114302 \nL 235.123341 126.573338 \nL 235.224663 95.622425 \nL 235.228281 96.638821 \nL 235.254336 89.425685 \nL 235.298483 97.819153 \nL 235.32309 96.933904 \nL 235.333946 114.835597 \nL 235.434544 108.376562 \nL 235.497508 130.114332 \nL 235.451913 105.819177 \nL 235.564091 121.98316 \nL 235.61041 129.425805 \nL 235.649491 120.376598 \nL 235.656728 120.409385 \nL 235.667584 116.540521 \nL 235.713903 142.343877 \nL 235.750089 148.278321 \nL 235.765287 130.147119 \nL 235.878913 110.966733 \nL 235.821738 131.458598 \nL 235.879636 111.589686 \nL 235.95418 148.802913 \nL 235.882531 109.819189 \nL 236.022211 136.048776 \nL 236.090241 132.737291 \nL 236.059121 140.442232 \nL 236.138731 135.261889 \nL 236.16189 136.638942 \nL 236.182878 126.212681 \nL 236.192287 118.83561 \nL 236.261764 148.081599 \nL 236.40072 122.96677 \nL 236.268278 149.196357 \nL 236.423879 124.868415 \nL 236.544018 128.147113 \nL 236.450657 122.507752 \nL 236.548361 127.425799 \nL 236.549808 127.261864 \nL 236.587442 139.130753 \nL 236.626523 134.507788 \nL 236.664881 139.327475 \nL 236.701791 134.278279 \nL 236.740148 135.327463 \nL 236.949306 124.802841 \nL 236.788638 137.130747 \nL 236.970294 129.852036 \nL 237.101288 148.311108 \nL 237.021678 127.917604 \nL 237.109973 142.934043 \nL 237.122277 133.589752 \nL 237.196097 148.475043 \nL 237.220704 143.130765 \nL 237.227217 134.868445 \nL 237.272088 153.720961 \nL 237.312617 162.21279 \nL 237.339395 133.786474 \nL 237.366897 138.704522 \nL 237.39078 140.868463 \nL 237.419729 133.950409 \nL 237.4219 134.015983 \nL 237.537696 123.556935 \nL 237.53842 123.852018 \nL 237.561579 133.261883 \nL 237.651321 125.753663 \nL 237.659282 125.720876 \nL 237.723694 133.589752 \nL 237.742511 121.32742 \nL 237.767118 124.37661 \nL 237.836596 129.26187 \nL 237.851794 120.835616 \nL 237.859031 119.196266 \nL 237.884362 137.589764 \nL 237.93647 153.524239 \nL 237.961077 133.130735 \nL 238.003053 147.720943 \nL 238.102927 128.934001 \nL 238.034897 157.032446 \nL 238.13839 139.852066 \nL 238.14418 142.999617 \nL 238.18688 127.09793 \nL 238.24912 139.556983 \nL 238.279517 134.245492 \nL 238.317151 142.540599 \nL 238.35768 140.376658 \nL 238.358403 141.097972 \nL 238.455383 127.688095 \nL 238.459725 127.884817 \nL 238.4742 122.081521 \nL 238.584206 114.409367 \nL 238.494464 123.950379 \nL 238.595786 115.392976 \nL 238.657303 120.507746 \nL 238.697832 113.458544 \nL 238.703621 114.606089 \nL 238.758625 129.229083 \nL 238.875869 145.655363 \nL 238.802772 124.311036 \nL 238.887448 144.081587 \nL 238.901923 124.573332 \nL 238.980809 151.163576 \nL 238.991665 140.212723 \nL 239.006863 123.458574 \nL 239.060419 152.114398 \nL 239.07417 151.491446 \nL 239.085026 152.179972 \nL 239.123383 132.737291 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240.465898 116.835603 \nL 240.526691 119.229053 \nL 240.553469 107.229017 \nL 240.631632 124.343823 \nL 240.745257 150.147179 \nL 240.669989 119.458562 \nL 240.749599 147.917664 \nL 240.879146 120.343811 \nL 240.883489 119.065118 \nL 240.910991 140.475019 \nL 240.921846 142.868469 \nL 240.988429 127.655308 \nL 241.020273 136.868451 \nL 241.022445 136.901238 \nL 241.039814 133.458604 \nL 241.091922 118.343805 \nL 241.154887 124.933989 \nL 241.165743 132.442208 \nL 241.236668 108.704431 \nL 241.259103 117.819213 \nL 241.301803 113.589692 \nL 241.322791 125.065137 \nL 241.364768 120.99955 \nL 241.451615 139.294688 \nL 241.387203 116.901177 \nL 241.476945 127.917604 \nL 241.594189 109.884763 \nL 241.617349 97.655218 \nL 241.679589 116.179864 \nL 241.717947 98.93391 \nL 241.754857 125.294645 \nL 241.76716 133.032374 \nL 241.813479 99.196206 \nL 241.85256 111.98313 \nL 241.854008 112.048704 \nL 242.005267 143.983226 \nL 242.021912 125.491367 \nL 242.029873 118.17987 \nL 242.106588 134.868445 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248.289393 98.60604 \nL 248.391439 84.114193 \nL 248.352358 146.704546 \nL 248.403742 93.327336 \nL 248.458022 142.737321 \nL 248.497103 87.294531 \nL 248.541974 112.868378 \nL 248.545593 104.933928 \nL 248.575266 124.70448 \nL 248.651981 115.622485 \nL 248.693957 103.655236 \nL 248.782252 106.769999 \nL 248.874889 116.179864 \nL 248.800345 103.556875 \nL 248.890811 106.671638 \nL 248.905285 100.015881 \nL 248.966079 117.458556 \nL 249.000094 108.147053 \nL 249.085494 123.852018 \nL 249.020358 98.966697 \nL 249.095626 99.688011 \nL 249.183921 102.474904 \nL 249.123851 74.868264 \nL 249.190434 94.769963 \nL 249.256293 74.868264 \nL 249.296822 96.21259 \nL 249.301164 94.901111 \nL 249.301888 94.868324 \nL 249.304059 99.26178 \nL 249.422027 117.983148 \nL 249.355444 76.835483 \nL 249.429264 115.13068 \nL 249.442291 104.212615 \nL 249.530586 128.50777 \nL 249.535652 125.917598 \nL 249.563154 114.278219 \nL 249.60513 135.950415 \nL 249.631908 132.802865 \nL 249.732506 144.966836 \nL 249.672437 113.655266 \nL 249.746981 134.901232 \nL 249.777377 116.966751 \nL 249.841789 150.966854 \nL 249.849026 147.163564 \nL 249.97785 100.802768 \nL 250.013312 115.491337 \nL 250.05167 135.130741 \nL 250.142136 129.229083 \nL 250.160229 132.934013 \nL 250.173256 103.622449 \nL 250.289776 77.884666 \nL 250.257932 133.852048 \nL 250.295566 79.097785 \nL 250.29629 79.097785 \nL 250.361425 128.1799 \nL 250.448996 124.802841 \nL 250.464195 129.491379 \nL 250.478669 108.737218 \nL 250.598808 73.425637 \nL 250.569859 121.163485 \nL 250.600255 73.983015 \nL 250.612559 70.704317 \nL 250.627033 87.917484 \nL 250.666838 122.474965 \nL 250.710262 67.228897 \nL 250.739935 92.638809 \nL 250.880338 114.737237 \nL 250.813031 89.032241 \nL 250.90205 102.212609 \nL 251.027978 80.933856 \nL 250.983831 114.671663 \nL 251.028702 81.261726 \nL 251.03015 81.130578 \nL 251.037387 85.360099 \nL 251.089495 118.048722 \nL 251.132195 71.851861 \nL 251.136538 74.343672 \nL 251.276941 125.229071 \nL 251.338458 107.458526 \nL 251.429647 103.622449 \nL 251.378263 117.720852 \nL 251.444846 108.409349 \nL 251.504915 118.17987 \nL 251.53314 103.655236 \nL 251.654727 91.687987 \nL 251.610579 114.081497 \nL 251.65545 92.114217 \nL 251.805262 115.655272 \nL 251.659069 91.950283 \nL 251.806709 114.770023 \nL 251.850857 104.04868 \nL 251.890662 132.835652 \nL 251.904413 133.097948 \nL 251.942046 119.58971 \nL 251.981851 132.114338 \nL 252.061461 110.606077 \nL 252.067251 108.540497 \nL 252.091134 124.999563 \nL 252.091858 124.868415 \nL 252.127321 149.589801 \nL 252.177258 96.015869 \nL 252.196798 109.884763 \nL 252.324898 136.11435 \nL 252.219958 107.950331 \nL 252.3524 128.376622 \nL 252.479052 81.983039 \nL 252.50004 102.802774 \nL 252.549254 125.425793 \nL 252.575308 90.802738 \nL 252.610047 100.376537 \nL 252.649852 115.720846 \nL 252.686762 79.983033 \nL 252.718606 97.819153 \nL 252.801111 76.507613 \nL 252.751898 122.933983 \nL 252.826441 98.901123 \nL 252.856838 119.097905 \nL 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82.015826 \nL 255.606279 55.786239 \nL 255.562132 111.556899 \nL 255.60845 57.064931 \nL 255.669243 103.622449 \nL 255.709772 51.655079 \nL 255.71122 52.802624 \nL 255.714838 51.458357 \nL 255.764052 93.327336 \nL 255.82195 52.73705 \nL 255.825569 52.048523 \nL 255.834977 57.130505 \nL 255.980446 110.212633 \nL 256.007224 77.392862 \nL 256.008672 73.950228 \nL 256.088282 116.573308 \nL 256.116507 78.999424 \nL 256.182366 109.196236 \nL 256.215658 68.737098 \nL 256.241712 64.179707 \nL 256.29961 95.425703 \nL 256.3054 93.360123 \nL 256.321322 86.146986 \nL 256.382115 101.950313 \nL 256.437842 101.360147 \nL 256.504425 114.179858 \nL 256.529756 118.114296 \nL 256.560876 113.294609 \nL 256.615155 114.311006 \nL 256.75773 77.163353 \nL 256.707793 124.245462 \nL 256.759177 79.228933 \nL 256.813457 121.852012 \nL 256.764243 76.179743 \nL 256.932148 96.474886 \nL 256.967611 81.163365 \nL 257.023338 115.524124 \nL 257.049392 83.917471 \nL 257.125383 110.901159 \nL 257.073275 73.06498 \nL 257.147095 77.851879 \nL 257.15578 70.278086 \nL 257.23539 99.851946 \nL 257.252036 93.786354 \nL 257.290393 80.901069 \nL 257.317171 107.294591 \nL 257.333093 118.245444 \nL 257.389544 54.966564 \nL 257.393163 60.01576 \nL 257.4858 41.75341 \nL 257.436586 106.507703 \nL 257.50534 57.163292 \nL 257.543698 92.310939 \nL 257.58495 34.212404 \nL 257.585674 34.343551 \nL 257.597977 31.523871 \nL 257.637059 75.851873 \nL 257.647191 85.327312 \nL 257.702194 39.458321 \nL 257.747789 75.753512 \nL 257.858519 77.687944 \nL 257.797003 46.999327 \nL 257.859243 76.343678 \nL 257.875165 62.901015 \nL 257.964907 88.376501 \nL 258.061887 107.130656 \nL 258.012673 65.687908 \nL 258.075638 89.556833 \nL 258.103863 71.097761 \nL 258.166827 105.425733 \nL 258.179131 100.933916 \nL 258.222554 83.39288 \nL 258.27032 112.835591 \nL 258.271044 112.802804 \nL 258.274663 113.786414 \nL 258.323876 75.851873 \nL 258.328942 77.261714 \nL 258.329666 76.704335 \nL 258.375261 117.229047 \nL 258.430988 83.687963 \nL 258.47803 106.44213 \nL 258.531586 76.86827 \nL 258.533033 79.622377 \nL 258.640145 65.22889 \nL 258.583694 114.081497 \nL 258.646659 70.146938 \nL 258.689359 107.917544 \nL 258.769692 102.442117 \nL 258.797194 104.933928 \nL 258.818182 96.015869 \nL 258.843513 83.687963 \nL 258.892726 105.229011 \nL 258.93036 91.491265 \nL 259.044709 78.704341 \nL 259.000562 104.737206 \nL 259.057736 82.966649 \nL 259.096817 107.097869 \nL 259.161953 80.278116 \nL 259.170638 86.048625 \nL 259.207548 112.278213 \nL 259.253142 72.474814 \nL 259.307422 107.065082 \nL 259.355188 87.884697 \nL 259.410915 108.966727 \nL 259.418152 111.65526 \nL 259.453615 84.80272 \nL 259.472432 87.19617 \nL 259.578096 62.671506 \nL 259.522369 115.425763 \nL 259.591123 73.294489 \nL 259.628033 96.048656 \nL 259.66422 64.933808 \nL 259.709091 90.081424 \nL 259.828506 103.622449 \nL 259.748172 78.802702 \nL 259.842257 99.26178 \nL 259.890746 77.655157 \nL 259.932723 111.589686 \nL 259.93417 111.294603 \nL 259.934894 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80.310903 \nL 262.707494 80.179755 \nL 262.750918 92.179791 \nL 262.753813 91.851922 \nL 262.755984 92.310939 \nL 262.794342 56.999357 \nL 262.795065 57.851819 \nL 262.803026 54.409186 \nL 262.858753 80.638773 \nL 262.893492 65.819056 \nL 262.95139 82.442057 \nL 262.902177 65.327251 \nL 263.014355 77.917453 \nL 263.067911 89.458472 \nL 263.104097 66.802666 \nL 263.218446 56.573127 \nL 263.171404 101.884739 \nL 263.220617 58.540346 \nL 263.243776 70.573169 \nL 263.274173 93.753567 \nL 263.321939 44.57309 \nL 263.326281 46.54031 \nL 263.328452 45.88457 \nL 263.381285 86.21256 \nL 263.405168 72.507601 \nL 263.518069 85.261738 \nL 263.510108 67.95021 \nL 263.518793 84.966655 \nL 263.530372 62.278062 \nL 263.591166 98.704401 \nL 263.635313 72.73711 \nL 263.694659 103.655236 \nL 263.738082 63.06495 \nL 263.744596 65.032169 \nL 263.790191 96.11423 \nL 263.875591 89.392898 \nL 263.906711 100.442111 \nL 263.947963 54.933777 \nL 263.948687 56.048535 \nL 263.950134 54.605908 \nL 263.997177 87.622401 \nL 264.053628 62.212488 \nL 264.058694 60.409204 \nL 264.073168 74.310885 \nL 264.109355 100.99949 \nL 264.154949 49.982943 \nL 264.177385 57.589523 \nL 264.178109 57.360014 \nL 264.186793 83.917471 \nL 264.212848 81.458448 \nL 264.319236 103.163431 \nL 264.255548 70.310873 \nL 264.33371 85.524034 \nL 264.36483 69.097755 \nL 264.425624 106.573277 \nL 264.448783 75.753512 \nL 264.466876 72.573175 \nL 264.49872 99.327354 \nL 264.522603 95.884721 \nL 264.627544 102.901135 \nL 264.558789 76.671548 \nL 264.639847 99.294567 \nL 264.662282 81.786317 \nL 264.707877 100.966703 \nL 264.756367 90.540442 \nL 264.840319 103.753597 \nL 264.780974 79.294507 \nL 264.86565 82.212548 \nL 264.977828 96.901117 \nL 264.880848 76.999418 \nL 264.988684 88.114205 \nL 265.092177 77.786305 \nL 265.050924 111.720834 \nL 265.103033 80.67156 \nL 265.154417 113.425757 \nL 265.228961 102.015887 \nL 265.233303 106.310982 \nL 265.257187 119.852006 \nL 265.304953 81.261726 \nL 265.349824 116.409373 \nL 265.362127 121.786438 \nL 265.378049 93.327336 \nL 265.393971 79.228933 \nL 265.468515 108.015905 \nL 265.489503 89.655194 \nL 265.572732 110.212633 \nL 265.492398 88.179779 \nL 265.601681 91.851922 \nL 265.609642 90.048637 \nL 265.664645 115.294615 \nL 265.676225 117.19626 \nL 265.692871 89.655194 \nL 265.708793 80.835495 \nL 265.782613 104.901141 \nL 265.789126 105.294585 \nL 265.802153 101.163425 \nL 265.922292 77.720731 \nL 265.884658 104.769993 \nL 265.928082 81.556809 \nL 265.987428 119.720858 \nL 266.023614 69.228903 \nL 266.025061 70.01579 \nL 266.025785 70.01579 \nL 266.095987 95.720786 \nL 266.027233 67.884636 \nL 266.137239 71.064974 \nL 266.1452 68.704311 \nL 266.200927 96.901117 \nL 266.244351 75.45843 \nL 266.402847 104.245402 \nL 266.416598 98.474892 \nL 266.453508 81.065004 \nL 266.542527 85.392886 \nL 266.605491 105.196224 \nL 266.548317 85.13059 \nL 266.668455 90.310933 \nL 266.680035 88.376501 \nL 266.705365 100.114242 \nL 266.724182 101.688017 \nL 266.770501 82.999436 \nL 266.816096 100.179816 \nL 266.826952 102.147035 \nL 266.837084 96.21259 \nL 266.959394 58.540346 \nL 266.973145 62.015766 \nL 267.035385 95.819147 \nL 266.974592 61.982979 \nL 267.142497 88.442075 \nL 267.182302 70.507595 \nL 267.227173 94.376519 \nL 267.336456 103.524088 \nL 267.280005 77.884666 \nL 267.342246 103.261792 \nL 267.385669 86.8683 \nL 267.439225 105.753603 \nL 267.450805 104.081467 \nL 267.4537 104.573271 \nL 267.495676 92.310939 \nL 267.556469 100.802768 \nL 267.69253 89.655194 \nL 267.565878 101.720804 \nL 267.704109 90.573229 \nL 267.767074 95.687999 \nL 267.791681 89.425685 \nL 267.819906 91.6552 \nL 267.82063 91.6552 \nL 267.831486 93.622419 \nL 267.905306 73.786293 \nL 268.00518 64.540364 \nL 267.950901 94.933898 \nL 268.021102 70.704317 \nL 268.174532 108.966727 \nL 268.117358 67.556766 \nL 268.184665 106.606064 \nL 268.312764 62.933802 \nL 268.332305 81.392874 \nL 268.390927 97.491283 \nL 268.408296 70.245299 \nL 268.453891 96.015869 \nL 268.572583 106.474917 \nL 268.521198 83.130584 \nL 268.576201 105.688029 \nL 268.616006 99.524076 \nL 268.625415 116.376586 \nL 268.677523 109.655254 \nL 268.699959 111.884769 \nL 268.723118 98.245383 \nL 268.724565 98.802762 \nL 268.837467 92.769957 \nL 268.804899 128.901214 \nL 268.838914 92.999466 \nL 268.877996 89.097815 \nL 268.917801 102.376543 \nL 268.943131 104.409337 \nL 268.98366 89.360111 \nL 269.02057 95.163407 \nL 269.021294 95.163407 \nL 269.05169 97.228987 \nL 269.081363 81.556809 \nL 269.19137 68.245293 \nL 269.156631 120.540533 \nL 269.194988 71.196122 \nL 269.252163 108.573283 \nL 269.285454 63.523967 \nL 269.292692 60.605926 \nL 269.355656 95.851934 \nL 269.388947 75.228921 \nL 269.395461 72.73711 \nL 269.431647 90.310933 \nL 269.432371 90.245359 \nL 269.46711 94.835537 \nL 269.495335 76.015808 \nL 269.502573 77.720731 \nL 269.606789 72.442027 \nL 269.574222 105.950325 \nL 269.611855 78.376471 \nL 269.678438 111.229029 \nL 269.71173 77.917453 \nL 269.732718 93.687993 \nL 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272.736187 72.573175 \nL 272.739082 78.245323 \nL 272.805665 122.770048 \nL 272.863563 107.19623 \nL 272.865011 107.622461 \nL 272.929423 86.835513 \nL 272.941726 82.605992 \nL 272.96778 102.933922 \nL 273.089366 114.507728 \nL 273.054628 102.671626 \nL 273.091538 113.917562 \nL 273.104565 118.311018 \nL 273.137856 102.704413 \nL 273.208058 117.163473 \nL 273.240626 110.67165 \nL 273.221809 117.52413 \nL 273.242073 110.966733 \nL 273.24352 109.983124 \nL 273.310103 136.179924 \nL 273.312275 136.048776 \nL 273.329644 140.343871 \nL 273.381029 119.196266 \nL 273.395503 119.688071 \nL 273.463534 101.720804 \nL 273.498996 130.770072 \nL 273.533011 141.360268 \nL 273.567027 108.310988 \nL 273.61624 137.196321 \nL 273.616964 137.196321 \nL 273.635781 138.540587 \nL 273.666901 102.343757 \nL 273.699469 117.884787 \nL 273.700916 117.688065 \nL 273.713943 121.720864 \nL 273.749406 131.950403 \nL 273.774013 113.360183 \nL 273.833358 128.671705 \nL 273.850004 130.081545 \nL 273.869545 122.671687 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276.87808 128.1799 \nL 276.917162 136.376646 \nL 277.003285 115.032319 \nL 277.043814 111.130668 \nL 277.066973 123.425787 \nL 277.195797 137.720912 \nL 277.204481 134.507788 \nL 277.213166 132.31106 \nL 277.279025 139.327475 \nL 277.279749 138.966818 \nL 277.281197 139.819279 \nL 277.312317 113.983136 \nL 277.372386 125.983172 \nL 277.393374 128.606131 \nL 277.413639 119.163479 \nL 277.416534 116.966751 \nL 277.482393 138.278291 \nL 277.497591 140.409445 \nL 277.551871 127.360225 \nL 277.668391 99.26178 \nL 277.702406 105.917538 \nL 277.70892 105.425733 \nL 277.738592 108.802792 \nL 277.859455 130.57335 \nL 277.871758 129.425805 \nL 277.995516 118.311018 \nL 277.882614 132.081551 \nL 278.008543 119.983154 \nL 278.00999 120.048728 \nL 278.041111 113.425757 \nL 278.15546 106.999508 \nL 278.062099 114.409367 \nL 278.159078 107.85197 \nL 278.323364 134.901232 \nL 278.167039 107.622461 \nL 278.340734 127.622521 \nL 278.35159 121.786438 \nL 278.435542 139.360262 \nL 278.521666 160.475079 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111.917556 \nL 280.021229 89.851916 \nL 280.070443 129.688101 \nL 280.137026 139.524197 \nL 280.129065 127.950391 \nL 280.171041 129.032362 \nL 280.291903 116.573308 \nL 280.309273 119.163479 \nL 280.352696 101.524082 \nL 280.315063 121.852012 \nL 280.415661 120.147089 \nL 280.501061 142.770108 \nL 280.44461 119.130692 \nL 280.527115 126.11432 \nL 280.60962 113.294609 \nL 280.654491 123.360213 \nL 280.781867 140.999611 \nL 280.786209 140.802889 \nL 280.812987 148.212747 \nL 280.923718 156.409493 \nL 280.865819 130.704498 \nL 280.931679 153.196369 \nL 280.973655 134.04877 \nL 281.052541 141.032398 \nL 281.055436 140.999611 \nL 281.069911 138.147143 \nL 281.156034 144.770114 \nL 281.164719 141.720924 \nL 281.205971 149.589801 \nL 281.175575 141.22912 \nL 281.279792 145.393067 \nL 281.30078 144.114374 \nL 281.347098 148.081599 \nL 281.383285 146.901268 \nL 281.460723 150.442262 \nL 281.469408 143.556996 \nL 281.583033 132.147125 \nL 281.504871 144.475031 \nL 281.590271 134.442214 \nL 281.664815 144.343883 \nL 281.689421 133.130735 \nL 281.702448 135.163528 \nL 281.795809 127.85203 \nL 281.714028 140.770102 \nL 281.817521 134.540575 \nL 281.860945 139.360262 \nL 281.887723 129.91761 \nL 281.916672 130.278267 \nL 281.924633 128.311048 \nL 281.98036 143.229126 \nL 282.008585 136.081563 \nL 282.132343 143.261913 \nL 282.114973 134.212705 \nL 282.134514 142.802895 \nL 282.208334 132.934013 \nL 282.177214 148.606191 \nL 282.24452 143.097978 \nL 282.247415 142.770108 \nL 282.283602 149.261931 \nL 282.286497 149.229144 \nL 282.293734 151.327511 \nL 282.321959 138.311078 \nL 282.381305 142.147155 \nL 282.425452 131.622533 \nL 282.443545 144.966836 \nL 282.491312 143.393061 \nL 282.604937 151.98325 \nL 282.53184 134.573362 \nL 282.612174 148.868487 \nL 282.633886 144.540605 \nL 282.701193 153.098008 \nL 282.722904 148.901274 \nL 282.743169 145.884871 \nL 282.772118 152.442268 \nL 282.826397 151.425872 \nL 282.917587 163.393121 \nL 282.932062 149.91767 \nL 282.948707 131.622533 \nL 283.048582 137.032386 \nL 283.082597 145.950445 \nL 283.155693 126.704486 \nL 283.257015 125.819237 \nL 283.22879 131.425811 \nL 283.2657 126.835634 \nL 283.340968 133.130735 \nL 283.357613 126.507764 \nL 283.464725 120.114302 \nL 283.437223 161.032458 \nL 283.46762 126.966782 \nL 283.538545 154.770144 \nL 283.568218 118.147083 \nL 283.576179 112.606083 \nL 283.589206 133.753687 \nL 283.644933 154.081617 \nL 283.680396 108.60607 \nL 283.705726 142.507812 \nL 283.74915 158.83573 \nL 283.779547 131.98319 \nL 283.810667 135.819267 \nL 283.820799 135.688119 \nL 283.849024 148.802913 \nL 283.849748 148.475043 \nL 283.953241 153.229156 \nL 283.888829 110.835585 \nL 283.960479 150.24554 \nL 284.078446 131.65532 \nL 284.095092 128.573344 \nL 284.14141 150.704558 \nL 284.155885 155.852115 \nL 284.192071 118.114296 \nL 284.193519 117.425769 \nL 284.240561 153.720961 \nL 284.248522 152.573416 \nL 284.24997 153.819322 \nL 284.286156 124.278249 \nL 284.299907 111.163455 \nL 284.365042 133.655326 \nL 284.399781 116.606095 \nL 284.479391 151.688168 \nL 284.578542 141.22912 \nL 284.71605 122.376604 \nL 284.729801 126.278255 \nL 284.788423 148.540617 \nL 284.820267 116.77003 \nL 284.831123 119.58971 \nL 284.831847 119.327414 \nL 284.865138 147.42586 \nL 284.89264 155.458671 \nL 284.905667 141.261907 \nL 285.0287 108.245414 \nL 284.999028 145.589789 \nL 285.030872 110.24542 \nL 285.097455 139.524197 \nL 285.153182 129.229083 \nL 285.177788 142.704534 \nL 285.245819 119.425775 \nL 285.24799 120.737255 \nL 285.261741 117.950361 \nL 285.286347 126.343829 \nL 285.302993 124.04874 \nL 285.413 138.966818 \nL 285.345693 115.032319 \nL 285.418066 135.229102 \nL 285.449186 115.45855 \nL 285.519388 140.999611 \nL 285.53531 127.032356 \nL 285.552679 122.573326 \nL 285.581628 137.294682 \nL 285.606235 136.081563 \nL 285.614196 136.868451 \nL 285.652554 122.376604 \nL 285.702491 130.179906 \nL 285.714794 132.737291 \nL 285.741572 121.130698 \nL 285.747362 117.753639 \nL 285.824801 145.196345 \nL 285.830591 147.589795 \nL 285.862435 105.13065 \nL 285.913819 128.573344 \nL 285.968099 87.917484 \nL 285.932636 131.130729 \nL 286.022378 129.16351 \nL 286.142517 145.753723 \nL 286.076658 108.868366 \nL 286.143241 145.261919 \nL 286.159163 129.852036 \nL 286.167124 103.688023 \nL 286.246734 139.983214 \nL 286.271341 121.917586 \nL 286.366873 137.42583 \nL 286.285092 115.425763 \nL 286.392927 131.622533 \nL 286.475432 143.786504 \nL 286.52175 138.966818 \nL 286.523922 139.032392 \nL 286.603532 132.081551 \nL 286.569516 140.442232 \nL 286.642613 134.311066 \nL 286.657087 134.638936 \nL 286.677352 131.130729 \nL 286.700511 122.802835 \nL 286.761304 141.688137 \nL 286.76637 141.032398 \nL 286.767094 141.032398 \nL 286.908945 91.556839 \nL 286.769989 141.720924 \nL 286.947302 115.983142 \nL 287.008819 88.93388 \nL 286.974804 138.573374 \nL 287.046453 119.556923 \nL 287.11376 99.851946 \nL 287.172382 147.196351 \nL 287.183961 151.589807 \nL 287.199883 125.425793 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129.425805 \nL 288.740699 149.852097 \nL 288.68642 116.278225 \nL 288.76603 126.147107 \nL 288.792084 120.278237 \nL 288.813072 134.311066 \nL 288.815243 133.7209 \nL 288.847811 146.77012 \nL 288.890511 114.737237 \nL 288.928145 136.245498 \nL 288.942619 140.802889 \nL 288.996899 116.245438 \nL 289.022229 124.933989 \nL 289.046112 143.163552 \nL 289.056968 148.966848 \nL 289.101839 100.835555 \nL 289.130065 119.852006 \nL 289.20099 96.86833 \nL 289.153948 124.933989 \nL 289.254546 117.491343 \nL 289.370342 128.671705 \nL 289.303036 88.310927 \nL 289.373961 124.638906 \nL 289.41449 74.835477 \nL 289.473835 126.868421 \nL 289.503508 81.392874 \nL 289.51364 80.278116 \nL 289.529562 92.868318 \nL 289.576605 125.163497 \nL 289.63016 88.704371 \nL 289.656215 107.720822 \nL 289.676479 101.950313 \nL 289.75826 129.393018 \nL 289.782867 143.032404 \nL 289.813263 97.52407 \nL 289.934126 64.409216 \nL 289.889255 111.65526 \nL 289.939916 66.146926 \nL 289.941363 65.982991 \nL 289.944258 70.310873 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291.393161 94.704389 \nL 291.400398 93.556845 \nL 291.409807 103.130644 \nL 291.41053 102.999496 \nL 291.450335 128.278261 \nL 291.49014 89.655194 \nL 291.535735 117.163473 \nL 291.558171 124.442184 \nL 291.59291 99.58965 \nL 291.593633 99.622437 \nL 291.699298 92.966679 \nL 291.659493 133.261883 \nL 291.706535 92.999466 \nL 291.762986 128.1799 \nL 291.786869 90.01585 \nL 291.817989 93.851928 \nL 291.912073 68.966607 \nL 291.86865 102.573265 \nL 291.938851 89.458472 \nL 291.948984 95.524064 \nL 291.985894 74.80269 \nL 292.007606 61.228878 \nL 292.078531 106.081473 \nL 292.094453 86.343708 \nL 292.171168 119.392988 \nL 292.123402 77.491223 \nL 292.210249 91.458478 \nL 292.324598 74.671542 \nL 292.285517 126.409403 \nL 292.326046 76.442039 \nL 292.331112 74.966625 \nL 292.391905 107.786396 \nL 292.433881 78.868276 \nL 292.490332 108.50771 \nL 292.545335 82.442057 \nL 292.546059 82.245335 \nL 292.567047 106.573277 \nL 292.595996 127.393012 \nL 292.649552 62.769867 \nL 292.669093 82.0814 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294.258398 116.44216 \nL 294.27432 110.901159 \nL 294.311954 100.24539 \nL 294.354654 119.655284 \nL 294.366957 129.720888 \nL 294.414723 79.294507 \nL 294.453805 105.655242 \nL 294.512427 78.638767 \nL 294.469727 113.72084 \nL 294.571049 100.769981 \nL 294.67816 130.311054 \nL 294.612301 88.60601 \nL 294.683226 125.78645 \nL 294.735335 73.720719 \nL 294.80626 100.212603 \nL 294.884423 112.704443 \nL 294.90324 89.196176 \nL 295.022655 59.556742 \nL 294.98285 91.98307 \nL 295.04509 68.245293 \nL 295.092856 105.753603 \nL 295.157992 75.032199 \nL 295.199244 109.196236 \nL 295.245563 40.146848 \nL 295.254971 38.048481 \nL 295.420705 93.294549 \nL 295.467023 77.556797 \nL 295.511895 106.54049 \nL 295.516237 106.966721 \nL 295.545186 89.556833 \nL 295.552423 91.163395 \nL 295.553871 89.720768 \nL 295.630586 107.032295 \nL 295.660982 93.327336 \nL 295.712367 105.425733 \nL 295.748553 88.704371 \nL 295.776055 75.917447 \nL 295.820202 99.228993 \nL 295.866521 82.605992 \nL 295.928762 96.606034 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104.37655 \nL 297.426154 62.179701 \nL 297.466683 81.819104 \nL 297.595506 99.556863 \nL 297.54774 74.507607 \nL 297.603467 93.327336 \nL 297.704789 96.015869 \nL 297.732291 61.163304 \nL 297.734462 61.687896 \nL 297.75545 54.90099 \nL 297.756174 52.999345 \nL 297.80394 93.786354 \nL 297.864009 59.425594 \nL 297.90888 99.425715 \nL 297.961712 50.441961 \nL 297.96316 50.868191 \nL 297.979806 62.048553 \nL 298.013097 91.458478 \nL 298.063034 40.7698 \nL 298.064482 41.09767 \nL 298.068824 39.556682 \nL 298.094155 62.73708 \nL 298.118038 75.622364 \nL 298.17087 28.835338 \nL 298.215741 74.835477 \nL 298.271468 19.917278 \nL 298.217912 76.081382 \nL 298.328642 73.294489 \nL 298.374961 20.802527 \nL 298.424898 78.114175 \nL 298.428517 77.720731 \nL 298.534181 98.212597 \nL 298.486415 54.737056 \nL 298.544313 85.819117 \nL 298.590632 31.294362 \nL 298.652872 88.081418 \nL 298.653596 87.917484 \nL 298.65432 87.95027 \nL 298.660833 84.015832 \nL 298.694125 73.327276 \nL 298.757089 103.688023 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300.308037 93.360123 \nL 300.334091 65.622334 \nL 300.359422 51.884588 \nL 300.407912 84.704359 \nL 300.446269 64.278068 \nL 300.517918 101.392934 \nL 300.568579 70.605956 \nL 300.570027 69.68792 \nL 300.61924 99.655224 \nL 300.666282 83.851897 \nL 300.724904 96.901117 \nL 300.766881 75.983021 \nL 300.768328 76.278104 \nL 300.774118 75.88466 \nL 300.811028 94.47488 \nL 300.931167 112.63887 \nL 300.874716 80.474838 \nL 300.939128 101.261786 \nL 300.976762 79.917459 \nL 301.037555 112.835591 \nL 301.0542 93.786354 \nL 301.143943 105.45852 \nL 301.092558 75.753512 \nL 301.162036 89.065028 \nL 301.286517 52.278032 \nL 301.246712 102.212609 \nL 301.287964 53.458363 \nL 301.350205 97.327348 \nL 301.38422 46.114079 \nL 301.385668 46.671457 \nL 301.50074 33.786173 \nL 301.452974 88.769945 \nL 301.502911 36.409131 \nL 301.663579 95.917508 \nL 301.664303 95.720786 \nL 301.800364 22.802533 \nL 301.820628 37.720611 \nL 301.823523 36.63864 \nL 301.859709 71.622352 \nL 301.917607 41.720623 \nL 301.976229 82.638779 \nL 302.133278 33.982895 \nL 301.98419 84.343702 \nL 302.162951 60.868222 \nL 302.185387 77.884666 \nL 302.228087 43.982925 \nL 302.279471 77.556797 \nL 302.290327 81.622383 \nL 302.306973 70.146938 \nL 302.394544 85.556821 \nL 302.43652 44.769812 \nL 302.536394 33.228794 \nL 302.500932 72.474814 \nL 302.545079 45.097682 \nL 302.60153 84.573211 \nL 302.657981 59.294446 \nL 302.819372 87.85191 \nL 302.833847 83.458454 \nL 302.83457 82.868288 \nL 302.91418 97.032265 \nL 302.930826 94.737176 \nL 303.050241 79.720737 \nL 303.024187 97.720792 \nL 303.074124 86.966661 \nL 303.208014 99.196206 \nL 303.177617 83.655176 \nL 303.209461 99.097845 \nL 303.231173 103.524088 \nL 303.253609 81.589596 \nL 303.267359 62.671506 \nL 303.331047 110.24542 \nL 303.370129 64.835447 \nL 303.374471 63.032163 \nL 303.399078 79.655164 \nL 303.437435 108.048692 \nL 303.478688 63.097737 \nL 303.508361 77.163353 \nL 303.578562 53.982955 \nL 303.53731 91.228969 \nL 303.603169 74.605968 \nL 303.71607 97.261774 \nL 303.730545 106.54049 \nL 303.771797 70.901039 \nL 303.897002 46.868179 \nL 303.835485 94.212584 \nL 303.900621 48.900972 \nL 303.901345 48.441955 \nL 303.954177 84.048619 \nL 303.956348 83.983045 \nL 304.056222 96.54046 \nL 303.958519 82.966649 \nL 304.077934 88.376501 \nL 304.206758 34.310764 \nL 304.169848 91.98307 \nL 304.208205 35.655031 \nL 304.2111 31.589445 \nL 304.240049 67.62234 \nL 304.268275 83.06501 \nL 304.310975 35.130439 \nL 304.347161 62.704293 \nL 304.482498 104.638845 \nL 304.402888 49.294416 \nL 304.51 78.540406 \nL 304.510723 76.474826 \nL 304.581649 105.524094 \nL 304.617835 87.065022 \nL 304.719157 84.966655 \nL 304.692379 113.983136 \nL 304.722776 89.655194 \nL 304.777779 115.753633 \nL 304.730737 83.851897 \nL 304.832782 86.933874 \nL 304.83423 84.933868 \nL 304.878377 112.212639 \nL 304.938446 94.573241 \nL 304.99345 111.786408 \nL 305.041939 85.819117 \nL 305.042663 86.376495 \nL 305.104904 121.32742 \nL 305.138195 84.540424 \nL 305.150499 84.573211 \nL 305.151222 84.278128 \nL 305.197541 106.54049 \nL 305.208397 106.081473 \nL 305.301758 114.933958 \nL 305.253268 88.048631 \nL 305.324193 110.048698 \nL 305.33722 104.80278 \nL 305.463149 87.130596 \nL 305.400908 115.327402 \nL 305.471834 90.114211 \nL 305.523218 119.130692 \nL 305.55651 66.442009 \nL 305.557233 66.901027 \nL 305.565918 63.622328 \nL 305.631777 90.638803 \nL 305.669411 65.589547 \nL 305.676648 64.769873 \nL 305.735994 95.687999 \nL 305.749745 91.163395 \nL 305.838763 112.73723 \nL 305.780142 80.278116 \nL 305.853962 89.556833 \nL 305.927058 109.556893 \nL 305.971929 72.146944 \nL 305.972653 71.983009 \nL 306.011734 88.081418 \nL 306.016077 85.261738 \nL 306.068185 69.950216 \nL 306.128978 98.147023 \nL 306.133321 97.163413 \nL 306.147795 105.917538 \nL 306.15069 105.589668 \nL 306.244775 113.229035 \nL 306.191943 79.655164 \nL 306.259973 103.06507 \nL 306.291817 83.163371 \nL 306.353334 107.392952 \nL 306.372151 101.458508 \nL 306.500974 83.39288 \nL 306.456827 106.769999 \nL 306.514001 90.540442 \nL 306.552359 112.179852 \nL 306.600125 88.179779 \nL 306.634864 104.999502 \nL 306.670326 109.360171 \nL 306.702894 96.11423 \nL 306.712303 97.589644 \nL 306.716645 94.638815 \nL 306.774543 118.704462 \nL 306.775267 118.606101 \nL 306.877313 120.507746 \nL 306.817243 83.81911 \nL 306.883102 117.229047 \nL 306.917118 88.245353 \nL 307.003965 103.950319 \nL 307.023505 91.524052 \nL 307.088641 119.458562 \nL 307.126275 97.065052 \nL 307.131341 94.769963 \nL 307.145815 102.868348 \nL 307.189963 128.376622 \nL 307.230492 92.474874 \nL 307.261612 108.015905 \nL 307.33688 93.950289 \nL 307.273915 120.343811 \nL 307.370895 112.704443 \nL 307.439649 94.343732 \nL 307.396225 125.983172 \nL 307.473664 113.786414 \nL 307.596698 136.475007 \nL 307.542418 93.327336 \nL 307.597421 136.44222 \nL 307.650977 85.261738 \nL 307.609001 141.261907 \nL 307.716113 127.786456 \nL 307.716837 128.278261 \nL 307.745786 73.753506 \nL 307.748681 71.491204 \nL 307.818158 119.720858 \nL 307.852174 82.868288 \nL 307.852897 82.605992 \nL 307.907177 102.7372 \nL 307.910796 101.458508 \nL 308.012117 110.966733 \nL 307.958562 77.720731 \nL 308.022973 104.37655 \nL 308.063502 82.146974 \nL 308.030934 105.425733 \nL 308.163376 89.392898 \nL 308.236473 100.179816 \nL 308.290753 99.753585 \nL 308.455039 130.507776 \nL 308.368191 93.655206 \nL 308.470961 115.851994 \nL 308.483988 110.638863 \nL 308.549123 140.409445 \nL 308.580244 117.130686 \nL 308.58531 114.933958 \nL 308.623667 137.950421 \nL 308.65334 151.261937 \nL 308.69025 117.753639 \nL 308.726437 133.884835 \nL 308.860326 142.96683 \nL 308.796638 130.966794 \nL 308.861774 142.802895 \nL 308.862497 142.802895 \nL 309.091919 119.655284 \nL 309.095538 120.474959 \nL 309.165739 123.06513 \nL 309.193965 117.229047 \nL 309.196859 118.015935 \nL 309.310485 110.901159 \nL 309.275746 123.294639 \nL 309.311932 113.72084 \nL 309.382134 131.163516 \nL 309.475495 121.032337 \nL 309.5153 113.786414 \nL 309.592015 119.26184 \nL 309.683928 129.753675 \nL 309.626754 108.835579 \nL 309.702021 119.786432 \nL 309.826502 95.032259 \nL 309.904665 138.868457 \nL 309.936509 94.114223 \nL 309.937956 96.704395 \nL 309.972695 122.442178 \nL 310.052305 100.835555 \nL 310.218763 135.556971 \nL 310.145666 98.17981 \nL 310.226724 129.786462 \nL 310.251331 92.507661 \nL 310.323703 139.524197 \nL 310.341796 111.950343 \nL 310.356271 97.458496 \nL 310.417788 134.114344 \nL 310.443842 122.474965 \nL 310.55602 102.933922 \nL 310.58135 111.294603 \nL 310.63563 132.278273 \nL 310.668921 87.819123 \nL 310.687738 105.360159 \nL 310.688462 105.294585 \nL 310.699318 114.212645 \nL 310.736228 133.032374 \nL 310.773862 82.802714 \nL 310.813667 129.425805 \nL 310.875184 87.163383 \nL 310.84334 146.081593 \nL 310.914265 137.458617 \nL 310.946109 151.294724 \nL 310.983019 94.14701 \nL 311.025719 138.999605 \nL 311.080722 90.310933 \nL 311.038022 142.278303 \nL 311.146582 118.311018 \nL 311.234876 121.688077 \nL 311.188558 81.261726 \nL 311.257312 118.245444 \nL 311.395544 77.294501 \nL 311.457784 89.196176 \nL 311.537394 110.638863 \nL 311.499037 84.671572 \nL 311.569962 90.34372 \nL 311.664047 98.409318 \nL 311.59095 84.081406 \nL 311.686482 92.179791 \nL 311.699509 82.573205 \nL 311.790699 98.376531 \nL 311.791423 98.409318 \nL 311.797936 93.753567 \nL 311.808792 86.278134 \nL 311.850045 111.32739 \nL 311.863796 110.015911 \nL 311.914457 93.687993 \nL 311.871033 110.24542 \nL 311.974526 109.032301 \nL 312.093217 127.229077 \nL 312.010712 95.524064 \nL 312.094665 126.245468 \nL 312.23362 98.343744 \nL 312.235792 99.819159 \nL 312.365339 115.196254 \nL 312.326981 96.999478 \nL 312.371129 111.032307 \nL 312.499228 90.835525 \nL 312.507913 96.507673 \nL 312.580286 108.015905 \nL 312.528901 95.032259 \nL 312.628052 99.720798 \nL 312.636013 96.11423 \nL 312.693911 115.589698 \nL 312.694635 115.556911 \nL 312.828524 135.45861 \nL 312.738782 112.671657 \nL 312.840104 124.245462 \nL 312.858197 122.048734 \nL 312.928399 143.62257 \nL 312.941426 136.475007 \nL 312.952282 129.819249 \nL 312.997877 144.573392 \nL 313.039853 144.0488 \nL 313.040577 144.114374 \nL 313.067355 136.737303 \nL 313.073144 136.999599 \nL 313.073868 136.901238 \nL 313.105712 147.491434 \nL 313.130319 153.655387 \nL 313.157821 131.753681 \nL 313.159268 131.950403 \nL 313.201244 138.311078 \nL 313.167229 130.24548 \nL 313.2548 131.65532 \nL 313.298947 138.638948 \nL 313.369149 123.917592 \nL 313.508105 148.8357 \nL 313.378557 120.99955 \nL 313.513171 147.917664 \nL 313.733908 106.310982 \nL 313.52475 153.852109 \nL 313.798319 123.884805 \nL 313.805557 125.294645 \nL 313.848257 105.655242 \nL 313.901089 118.999544 \nL 313.956816 107.458526 \nL 313.926419 124.278249 \nL 314.020504 114.409367 \nL 314.079126 144.37667 \nL 314.024122 114.278219 \nL 314.157288 129.294657 \nL 314.191304 115.45855 \nL 314.257163 134.606149 \nL 314.263676 134.147131 \nL 314.416383 111.884769 \nL 314.265847 134.37664 \nL 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124.507758 \nL 325.920033 126.868421 \nL 325.967799 115.196254 \nL 325.993853 103.524088 \nL 326.040172 130.540563 \nL 326.052475 131.950403 \nL 326.079253 99.097845 \nL 326.149454 129.852036 \nL 326.195773 99.228993 \nL 326.156692 134.573362 \nL 326.272488 119.065118 \nL 326.351374 131.097942 \nL 326.307951 104.507697 \nL 326.380324 110.343781 \nL 326.389732 103.39294 \nL 326.478027 120.015941 \nL 326.482369 119.26184 \nL 326.487435 118.17987 \nL 326.523622 125.261858 \nL 326.572835 142.278303 \nL 326.616982 115.655272 \nL 326.720475 88.245353 \nL 326.664025 146.343889 \nL 326.747253 103.327366 \nL 326.787058 125.556941 \nL 326.81456 78.769915 \nL 326.818902 80.409264 \nL 326.932528 73.294489 \nL 326.88838 114.966745 \nL 326.935423 74.212524 \nL 327.096814 117.163473 \nL 327.098985 114.737237 \nL 327.132276 93.72078 \nL 327.198136 120.540533 \nL 327.206097 118.901183 \nL 327.3038 133.261883 \nL 327.240112 104.147041 \nL 327.313932 119.065118 \nL 327.35229 100.769981 \nL 327.410912 137.819273 \nL 327.428281 105.688029 \nL 327.438413 101.065064 \nL 327.49414 129.622527 \nL 327.513681 140.540593 \nL 327.539011 101.228999 \nL 327.603423 127.950391 \nL 327.660598 105.950325 \nL 327.612108 130.868433 \nL 327.711259 129.556953 \nL 327.720667 131.32745 \nL 327.751064 86.737152 \nL 327.810409 120.966763 \nL 327.82416 122.901196 \nL 327.853109 90.507655 \nL 327.858899 87.85191 \nL 327.929101 117.655278 \nL 327.958773 102.048674 \nL 328.023185 129.16351 \nL 327.965287 96.245377 \nL 328.06878 100.310963 \nL 328.07457 95.589638 \nL 328.079636 110.802798 \nL 328.183853 97.392922 \nL 328.345968 140.081575 \nL 328.351034 138.442226 \nL 328.382878 101.786378 \nL 328.482028 105.360159 \nL 328.493608 104.638845 \nL 328.511701 112.343787 \nL 328.557296 132.31106 \nL 328.604338 102.442117 \nL 328.60651 100.67162 \nL 328.638354 132.999587 \nL 328.656447 140.835676 \nL 328.702765 86.737152 \nL 328.703489 86.704365 \nL 328.712898 90.868312 \nL 328.761387 131.884829 \nL 328.837379 115.032319 \nL 328.969097 140.081575 \nL 328.838826 114.409367 \nL 328.992256 126.802847 \nL 329.016139 116.573308 \nL 329.057392 140.475019 \nL 329.105158 119.753645 \nL 329.194176 138.147143 \nL 329.116738 115.032319 \nL 329.216612 120.770042 \nL 329.220231 117.425769 \nL 329.260036 135.327463 \nL 329.327342 121.097911 \nL 329.374385 136.376646 \nL 329.422874 112.933952 \nL 329.423598 113.950349 \nL 329.542289 97.261774 \nL 329.489457 147.655369 \nL 329.545908 101.688017 \nL 329.592227 137.261895 \nL 329.625518 86.507643 \nL 329.626242 86.737152 \nL 329.62986 82.769927 \nL 329.697167 122.704474 \nL 329.700786 123.130704 \nL 329.72684 100.933916 \nL 329.742762 89.196176 \nL 329.788357 123.130704 \nL 329.791252 122.999557 \nL 329.906324 132.212699 \nL 329.855663 85.950264 \nL 329.907772 131.425811 \nL 329.933102 84.245341 \nL 330.022844 121.524142 \nL 330.151668 85.983051 \nL 330.152392 86.8683 \nL 330.157458 82.278122 \nL 330.216803 119.655284 \nL 330.218251 120.966763 \nL 330.266741 64.835447 \nL 330.273254 65.950204 \nL 330.273978 65.589547 \nL 330.309441 102.835561 \nL 330.322468 114.933958 \nL 330.368063 67.064962 \nL 330.373852 67.884636 \nL 330.3753 66.835453 \nL 330.426684 105.884751 \nL 330.478069 72.278092 \nL 330.523664 105.78639 \nL 330.57722 66.737092 \nL 330.577944 67.327257 \nL 330.583733 66.54037 \nL 330.623538 96.573247 \nL 330.683608 64.704299 \nL 330.739335 108.802792 \nL 330.889146 69.228903 \nL 330.897107 76.245317 \nL 330.954282 103.786384 \nL 331.0006 74.212524 \nL 331.007838 80.376477 \nL 331.151136 128.802853 \nL 331.151859 128.474983 \nL 331.300947 102.376543 \nL 331.315422 104.573271 \nL 331.360293 121.65529 \nL 331.410954 100.474898 \nL 331.412401 100.704407 \nL 331.510105 84.737146 \nL 331.471023 112.048704 \nL 331.535435 92.147004 \nL 331.576688 114.770023 \nL 331.620111 83.163371 \nL 331.650508 97.720792 \nL 331.724328 76.86827 \nL 331.675838 116.540521 \nL 331.761962 96.343738 \nL 331.883548 110.540503 \nL 331.835782 66.737092 \nL 331.885719 107.85197 \nL 331.93638 41.622262 \nL 332.000792 91.524052 \nL 332.016714 79.753524 \nL 332.067375 103.032283 \nL 332.093429 101.524082 \nL 332.097771 100.868342 \nL 332.141919 104.245402 \nL 332.196198 109.163449 \nL 332.231661 94.04865 \nL 332.236727 95.556851 \nL 332.353247 76.802696 \nL 332.298968 103.589662 \nL 332.356866 78.474832 \nL 332.359761 77.163353 \nL 332.37134 90.442081 \nL 332.407527 113.261822 \nL 332.439371 82.278122 \nL 332.484242 94.114223 \nL 332.512467 103.622449 \nL 332.563128 66.278074 \nL 332.57905 77.19614 \nL 332.621026 92.573235 \nL 332.65866 67.360044 \nL 332.697742 81.065004 \nL 332.723072 91.032247 \nL 332.752745 74.14695 \nL 332.762877 75.491217 \nL 332.862752 63.360032 \nL 332.828736 104.769993 \nL 332.876502 71.851861 \nL 333.001707 90.67159 \nL 333.002431 90.34372 \nL 333.026314 102.704413 \nL 333.072633 84.081406 \nL 333.073356 84.442063 \nL 333.079146 72.343666 \nL 333.135597 97.327348 \nL 333.184087 84.212554 \nL 333.188429 78.27811 \nL 333.231853 92.73717 \nL 333.232576 92.73717 \nL 333.237642 93.983076 \nL 333.263697 74.671542 \nL 333.346202 97.032265 \nL 333.293369 66.54037 \nL 333.365742 73.458424 \nL 333.393244 56.474766 \nL 333.446076 100.34375 \nL 333.480815 63.16331 \nL 333.499632 60.704287 \nL 333.533647 93.72078 \nL 333.549569 105.491307 \nL 333.60023 58.966577 \nL 333.647996 101.65523 \nL 333.653786 105.524094 \nL 333.664642 96.278164 \nL 333.70517 60.802648 \nL 333.763792 103.097857 \nL 333.775372 95.655212 \nL 333.909262 71.720713 \nL 333.865114 110.868372 \nL 333.911433 72.179731 \nL 333.967884 104.47491 \nL 333.919394 69.26169 \nL 334.025058 78.114175 \nL 334.069205 98.999484 \nL 334.111182 74.573181 \nL 334.156776 96.474886 \nL 334.158948 96.507673 \nL 334.17487 97.884727 \nL 334.202371 82.212548 \nL 334.278363 104.015893 \nL 334.318891 72.802684 \nL 334.360868 93.261762 \nL 334.489691 112.212639 \nL 334.423108 75.064986 \nL 334.492586 107.753609 \nL 334.51285 80.409264 \nL 334.495481 109.196236 \nL 334.631542 83.39288 \nL 334.690887 105.589668 \nL 334.73214 75.88466 \nL 334.742272 82.999436 \nL 334.745891 75.786299 \nL 334.800894 107.261804 \nL 334.842146 86.769939 \nL 334.903663 105.78639 \nL 334.950706 70.081364 \nL 334.999195 95.851934 \nL 335.057094 66.704305 \nL 335.059265 68.507589 \nL 335.164929 53.49115 \nL 335.114268 89.655194 \nL 335.177956 59.458381 \nL 335.217037 90.769951 \nL 335.274212 32.015676 \nL 335.274936 32.17961 \nL 335.275659 32.17961 \nL 335.426918 85.720756 \nL 335.369744 29.523865 \nL 335.428366 84.343702 \nL 335.47975 49.294416 \nL 335.526069 96.474886 \nL 335.532583 95.917508 \nL 335.547057 85.294525 \nL 335.586862 67.163323 \nL 335.641142 104.114254 \nL 335.66213 78.048601 \nL 335.737397 94.442093 \nL 335.688184 68.474802 \nL 335.772136 77.163353 \nL 335.837272 93.851928 \nL 335.887933 63.228884 \nL 335.945831 100.310963 \nL 335.893723 59.294446 \nL 336.000834 65.622334 \nL 336.003729 61.851831 \nL 336.046429 91.753561 \nL 336.049324 94.245371 \nL 336.107946 55.523943 \nL 336.155712 89.130602 \nL 336.173805 70.573169 \nL 336.25052 103.917532 \nL 336.251244 103.851958 \nL 336.261376 111.425751 \nL 336.275851 94.310945 \nL 336.301905 79.491229 \nL 336.366317 119.196266 \nL 336.3902 79.851885 \nL 336.471257 94.835537 \nL 336.416254 67.491192 \nL 336.493693 72.146944 \nL 336.5183 59.36002 \nL 336.570408 102.015887 \nL 336.589949 94.868324 \nL 336.625411 76.376465 \nL 336.657979 99.032271 \nL 336.681862 110.67165 \nL 336.732523 67.687914 \nL 336.767262 92.278152 \nL 336.78246 99.065058 \nL 336.821541 51.359996 \nL 336.843977 64.310855 \nL 336.934443 60.573139 \nL 336.880887 92.507661 \nL 336.951812 68.573163 \nL 336.991617 94.868324 \nL 337.034317 46.802605 \nL 337.044449 41.589475 \nL 337.09511 80.966643 \nL 337.145771 45.917357 \nL 337.278937 86.409282 \nL 337.430196 103.491301 \nL 337.335388 76.114169 \nL 337.43092 103.294579 \nL 337.566981 79.720737 \nL 337.502569 103.688023 \nL 337.583627 91.360117 \nL 337.616194 113.425757 \nL 337.663237 65.458399 \nL 337.668303 69.36005 \nL 337.752255 65.425612 \nL 337.726201 90.409294 \nL 337.778309 69.458411 \nL 337.826075 88.737158 \nL 337.875289 57.458375 \nL 337.886145 61.294452 \nL 337.929568 95.491277 \nL 337.969373 51.42557 \nL 338.081551 42.212428 \nL 338.031614 92.048644 \nL 338.084446 42.933741 \nL 338.085893 41.818984 \nL 338.139449 82.605992 \nL 338.161885 77.62237 \nL 338.246561 90.638803 \nL 338.266102 64.835447 \nL 338.289261 45.097682 \nL 338.34933 85.491247 \nL 338.378279 58.868216 \nL 338.493352 50.999339 \nL 338.448481 86.573217 \nL 338.494076 51.917375 \nL 338.554869 81.491235 \nL 338.587437 50.441961 \nL 338.608425 57.786245 \nL 338.61132 54.605908 \nL 338.658362 81.163365 \nL 338.718431 59.982973 \nL 338.76475 86.376495 \nL 338.792975 59.064937 \nL 338.847979 79.622377 \nL 338.863901 90.540442 \nL 338.868967 93.622419 \nL 338.917456 57.556736 \nL 338.974631 90.540442 \nL 339.125166 57.327227 \nL 339.075953 92.933892 \nL 339.140365 67.95021 \nL 339.21708 60.868222 \nL 339.283663 98.835549 \nL 339.285834 99.294567 \nL 339.319849 75.360069 \nL 339.337942 71.491204 \nL 339.395117 102.474904 \nL 339.426237 82.605992 \nL 339.528283 73.655145 \nL 339.492096 91.458478 \nL 339.542757 76.802696 \nL 339.601379 87.032235 \nL 339.618025 67.62234 \nL 339.637565 63.425606 \nL 339.682437 92.245365 \nL 339.806194 101.720804 \nL 339.749019 72.769897 \nL 339.808365 101.556869 \nL 339.911858 105.819177 \nL 339.948045 59.720677 \nL 340.013904 96.474886 \nL 339.958177 54.90099 \nL 340.052985 55.392795 \nL 340.063841 51.950162 \nL 340.13549 94.212584 \nL 340.149965 82.376483 \nL 340.326554 124.573332 \nL 340.159373 75.524004 \nL 340.342476 101.524082 \nL 340.375044 84.80272 \nL 340.421362 105.032289 \nL 340.454654 97.327348 \nL 340.584925 53.327215 \nL 340.601571 68.638737 \nL 340.736908 100.34375 \nL 340.676115 64.737086 \nL 340.739079 99.458502 \nL 340.776713 73.06498 \nL 340.83823 104.671632 \nL 340.849809 110.015911 \nL 340.858494 100.966703 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342.394244 106.507703 \nL 342.415232 116.671669 \nL 342.440562 68.540376 \nL 342.466617 52.245245 \nL 342.511488 97.261774 \nL 342.624389 101.261786 \nL 342.562872 54.966564 \nL 342.625113 100.737194 \nL 342.667089 52.999345 \nL 342.796636 77.556797 \nL 342.916051 94.04865 \nL 342.852363 71.42563 \nL 342.918223 93.589632 \nL 342.97395 80.540412 \nL 342.946448 97.983088 \nL 343.037638 90.901099 \nL 343.144026 112.770017 \nL 343.079614 72.048583 \nL 343.157053 94.507667 \nL 343.250414 101.130638 \nL 343.29239 48.933759 \nL 343.458847 97.294561 \nL 343.474769 74.376459 \nL 343.498652 48.573103 \nL 343.560893 96.573247 \nL 343.589842 53.49115 \nL 343.706362 39.425534 \nL 343.668004 95.13062 \nL 343.709981 40.409144 \nL 343.876438 94.04865 \nL 343.80696 40.245209 \nL 343.887294 76.605974 \nL 343.916243 46.96654 \nL 343.980655 93.294549 \nL 344.02046 53.196067 \nL 344.021183 53.097706 \nL 344.036382 65.917417 \nL 344.081253 95.78636 \nL 344.180403 93.196188 \nL 344.21659 90.769951 \nL 344.236854 95.392916 \nL 344.275212 93.524058 \nL 344.391732 105.425733 \nL 344.330215 86.245347 \nL 344.394627 104.999502 \nL 344.432984 91.687987 \nL 344.435879 90.409294 \nL 344.504633 105.229011 \nL 344.54082 94.606028 \nL 344.54661 93.425697 \nL 344.587862 115.78642 \nL 344.605232 125.229071 \nL 344.647932 80.278116 \nL 344.702935 119.163479 \nL 344.857089 71.294483 \nL 344.710172 120.474959 \nL 344.878801 98.081449 \nL 344.920777 117.655278 \nL 344.956963 71.097761 \nL 344.998939 107.950331 \nL 345.001834 107.5241 \nL 345.01269 113.524118 \nL 345.025717 119.130692 \nL 345.050324 73.786293 \nL 345.057561 68.081358 \nL 345.088682 96.474886 \nL 345.090853 93.884715 \nL 345.127763 113.130674 \nL 345.16612 83.458454 \nL 345.201583 95.425703 \nL 345.23198 103.196218 \nL 345.250073 85.720756 \nL 345.269614 71.294483 \nL 345.335473 110.409355 \nL 345.366593 73.327276 \nL 345.370212 72.474814 \nL 345.383962 78.93385 \nL 345.438966 95.819147 \nL 345.47081 65.360038 \nL 345.471534 65.392825 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "temp = float_data[:, 1]\n",
    "plt.plot(range(len(temp)), temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f9f01277670>]"
     },
     "metadata": {},
     "execution_count": 7
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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88.806273 49.675788 \nL 89.229294 48.262579 \nL 89.440805 49.145835 \nL 89.652315 49.322486 \nL 90.075336 50.117417 \nL 90.286847 49.764114 \nL 90.498357 50.64737 \nL 90.921378 49.764114 \nL 91.132889 50.117417 \nL 91.344399 49.587463 \nL 91.55591 49.499137 \nL 92.401952 47.467648 \nL 92.613463 46.407741 \nL 92.824973 45.966113 \nL 93.036484 45.966113 \nL 93.671015 46.584392 \nL 94.305547 45.701136 \nL 95.363099 39.871645 \nL 95.57461 39.518343 \nL 95.78612 38.193458 \nL 95.997631 39.076715 \nL 96.209141 38.635087 \nL 96.632162 36.338621 \nL 96.843673 36.250295 \nL 97.266694 33.865503 \nL 97.478204 33.953829 \nL 97.689715 33.512201 \nL 97.901225 31.480712 \nL 98.112736 31.039084 \nL 98.535757 34.13048 \nL 98.747268 34.660434 \nL 98.958778 33.953829 \nL 99.170289 30.420804 \nL 99.381799 31.127409 \nL 99.80482 30.244153 \nL 100.227841 32.893922 \nL 100.439352 33.33555 \nL 100.862373 34.925411 \nL 101.073883 35.896992 \nL 101.285394 36.338621 \nL 101.708415 36.603597 \nL 101.919925 36.515272 \nL 102.131436 36.603597 \nL 102.342946 36.9569 \nL 102.554457 37.663505 \nL 102.977478 37.75183 \nL 103.188988 38.281784 \nL 103.61201 38.635087 \nL 103.82352 39.430017 \nL 104.881073 41.019878 \nL 105.092583 41.196529 \nL 105.727115 41.196529 \nL 105.938625 40.754901 \nL 106.361646 40.489924 \nL 106.573157 41.196529 \nL 106.996178 41.196529 \nL 107.419199 42.344762 \nL 107.84222 42.609739 \nL 108.688262 47.02602 \nL 108.899772 47.379322 \nL 109.322794 49.85244 \nL 109.534304 49.499137 \nL 110.168836 50.824021 \nL 110.591857 51.883929 \nL 110.803367 51.795603 \nL 111.014878 52.06058 \nL 111.437899 54.710349 \nL 111.86092 59.92156 \nL 112.07243 60.098211 \nL 112.283941 59.479932 \nL 112.495451 58.155048 \nL 112.706962 59.126629 \nL 112.918472 61.511421 \nL 113.129983 61.864723 \nL 114.187535 69.372401 \nL 114.399046 68.135842 \nL 114.610556 65.574399 \nL 114.822067 64.602817 \nL 115.033578 65.662725 \nL 115.456599 68.754121 \nL 115.668109 68.57747 \nL 115.87962 67.429237 \nL 116.09113 67.959191 \nL 116.302641 66.36933 \nL 116.514151 66.016027 \nL 116.937172 67.16426 \nL 117.360193 70.167331 \nL 117.571704 73.523705 \nL 118.206235 78.116637 \nL 118.840767 83.946127 \nL 119.052277 83.416174 \nL 119.263788 81.47301 \nL 119.475298 81.208033 \nL 119.686809 81.914638 \nL 119.898319 83.062871 \nL 120.10983 86.419244 \nL 120.32134 87.744129 \nL 120.532851 87.567477 \nL 120.744362 87.567477 \nL 121.801914 98.166551 \nL 122.013425 98.519854 \nL 122.224935 97.283295 \nL 122.436446 94.545201 \nL 122.647956 95.075155 \nL 122.859467 99.844738 \nL 123.070977 99.226459 \nL 123.493998 89.510641 \nL 123.705509 86.419244 \nL 124.12853 87.125849 \nL 124.34004 86.330919 \nL 124.551551 86.684221 \nL 124.763061 85.800965 \nL 125.186082 81.031382 \nL 126.032124 69.460726 \nL 126.666656 62.571328 \nL 127.935719 31.215735 \nL 128.14723 32.452293 \nL 128.35874 30.155827 \nL 128.781761 24.149686 \nL 129.204782 35.720341 \nL 130.050824 19.468428 \nL 130.262335 18.761823 \nL 130.896866 31.657363 \nL 131.108377 31.30406 \nL 131.319887 32.010665 \nL 131.531398 36.250295 \nL 131.742908 43.669647 \nL 132.16593 48.43923 \nL 132.800461 52.943836 \nL 133.223482 52.148906 \nL 133.434993 49.587463 \nL 133.646503 48.43923 \nL 133.858014 48.262579 \nL 134.492545 46.054438 \nL 135.127077 45.701136 \nL 135.338587 44.906205 \nL 135.550098 44.81788 \nL 135.761608 46.407741 \nL 135.973119 45.966113 \nL 136.184629 44.641228 \nL 136.60765 45.436159 \nL 136.819161 45.789461 \nL 137.030671 43.934623 \nL 137.242182 40.666576 \nL 137.453692 41.019878 \nL 138.299735 37.398528 \nL 138.511245 36.073644 \nL 138.722756 35.896992 \nL 139.145777 35.896992 \nL 139.568798 35.102062 \nL 139.991819 35.367039 \nL 140.41484 34.307131 \nL 140.837861 32.098991 \nL 141.260882 28.919269 \nL 141.472392 28.30099 \nL 141.683903 28.30099 \nL 141.895413 27.68271 \nL 142.318434 25.651221 \nL 142.529945 25.209593 \nL 142.741455 24.414662 \nL 142.952966 24.06136 \nL 143.164476 24.679639 \nL 143.587498 32.010665 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157.970213 19.645079 \nL 158.181723 20.528335 \nL 158.393234 20.263359 \nL 158.604744 20.351684 \nL 158.816255 20.704987 \nL 159.027765 20.263359 \nL 159.239276 18.850149 \nL 159.450786 18.320195 \nL 159.662297 18.496846 \nL 159.873807 19.203451 \nL 160.085318 19.468428 \nL 160.296829 19.468428 \nL 160.71985 17.701916 \nL 160.93136 17.083636 \nL 161.565892 19.998382 \nL 162.623444 22.913127 \nL 162.834955 23.884709 \nL 163.257976 24.414662 \nL 163.469486 23.973034 \nL 163.680997 24.238011 \nL 163.892507 24.06136 \nL 164.527039 24.856291 \nL 164.95006 24.856291 \nL 165.16157 25.297919 \nL 165.584591 25.47457 \nL 165.796102 25.827872 \nL 166.007613 25.297919 \nL 166.219123 25.916198 \nL 166.642144 25.47457 \nL 166.853655 25.739547 \nL 167.488186 24.326337 \nL 167.699697 24.856291 \nL 168.757249 24.856291 \nL 168.96876 24.679639 \nL 169.18027 24.238011 \nL 169.603291 24.149686 \nL 169.814802 23.708058 \nL 170.237823 24.856291 \nL 170.449333 24.414662 \nL 170.660844 24.238011 \nL 171.083865 24.238011 \nL 171.295375 24.06136 \nL 171.718397 24.414662 \nL 171.929907 24.767965 \nL 172.141418 24.502988 \nL 172.775949 25.297919 \nL 173.621991 25.386244 \nL 173.833502 25.47457 \nL 174.045012 25.386244 \nL 174.468033 25.916198 \nL 175.737096 24.238011 \nL 176.160117 25.032942 \nL 177.006159 26.534477 \nL 177.21767 27.064431 \nL 177.429181 27.152757 \nL 177.852202 27.506059 \nL 178.063712 27.152757 \nL 179.755796 27.064431 \nL 179.967307 26.534477 \nL 180.390328 26.622803 \nL 180.601838 27.329408 \nL 181.44788 31.480712 \nL 181.870901 32.363968 \nL 182.293922 35.54369 \nL 182.505433 36.515272 \nL 182.928454 37.133551 \nL 183.139965 37.045225 \nL 183.562986 38.988389 \nL 183.774496 39.076715 \nL 183.986007 38.988389 \nL 184.409028 40.048296 \nL 184.620538 40.136622 \nL 184.832049 40.57825 \nL 185.043559 40.666576 \nL 185.25507 40.489924 \nL 185.678091 41.196529 \nL 186.101112 42.698065 \nL 186.312622 43.051367 \nL 186.524133 43.139693 \nL 186.735643 43.492995 \nL 187.370175 43.757972 \nL 187.581685 44.464577 \nL 187.793196 45.61281 \nL 188.216217 48.262579 \nL 188.427727 48.350904 \nL 188.639238 48.174253 \nL 189.48528 50.824021 \nL 189.908301 51.883929 \nL 190.331322 53.650441 \nL 190.542833 54.003744 \nL 190.965854 56.388535 \nL 191.177364 56.918489 \nL 191.811896 60.009885 \nL 192.234917 60.893142 \nL 192.446427 62.218026 \nL 192.657938 62.483003 \nL 193.080959 64.95612 \nL 193.292469 65.397748 \nL 193.50398 66.36933 \nL 194.138511 70.079006 \nL 194.561533 71.227239 \nL 194.773043 71.050587 \nL 194.984554 72.022169 \nL 195.196064 74.053658 \nL 195.407575 77.321706 \nL 195.830596 79.794823 \nL 196.253617 81.296359 \nL 196.676638 83.327848 \nL 197.099659 87.037524 \nL 197.73419 94.103573 \nL 198.580232 100.463017 \nL 199.214764 103.466088 \nL 199.849295 104.261019 \nL 200.272317 106.380834 \nL 200.695338 109.47223 \nL 201.75289 118.923071 \nL 202.387422 122.279444 \nL 202.598932 123.074375 \nL 203.233464 126.872376 \nL 204.291016 130.140424 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169.003695 \nL 228.614726 172.713371 \nL 229.249258 175.981418 \nL 229.460768 178.277884 \nL 229.672279 178.36621 \nL 230.0953 183.489096 \nL 230.30681 182.694165 \nL 230.518321 182.782491 \nL 231.152852 194.08817 \nL 231.364363 195.589705 \nL 231.575873 195.766356 \nL 231.787384 195.678031 \nL 231.998894 197.70952 \nL 232.210405 197.621194 \nL 232.421915 192.67496 \nL 232.633426 192.409983 \nL 233.267957 199.741009 \nL 233.902489 190.466819 \nL 234.114 198.50445 \nL 234.32551 201.949149 \nL 234.537021 202.74408 \nL 234.748531 201.33087 \nL 234.960042 201.065893 \nL 235.171552 202.037475 \nL 235.594573 196.914589 \nL 236.017594 196.119659 \nL 236.229105 199.829335 \nL 236.652126 210.693385 \nL 237.075147 214.756364 \nL 237.286657 213.873107 \nL 237.921189 207.77864 \nL 238.132699 209.280175 \nL 238.55572 204.068964 \nL 238.978741 210.163432 \nL 239.190252 208.573571 \nL 239.401762 209.545152 \nL 239.613273 208.573571 \nL 239.824784 209.98678 \nL 240.036294 208.131942 \nL 240.247805 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(range(1440), temp[:1440])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = float_data[:200000].mean(axis=0)\n",
    "float_data -= mean\n",
    "std = float_data[:200000].std(axis=0)\n",
    "float_data /= std "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generator(data, lookback, delay, min_index, max_index, shuffle=False, batch_size=128, step=6):\n",
    "    if max_index is None:\n",
    "        max_index = len(data) - delay - 1\n",
    "    i = min_index + lookback\n",
    "    while 1:\n",
    "        if shuffle:\n",
    "            rows = np.random.randint(min_index+lookback, max_index, size=batch_size)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.3 64-bit",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3-final"
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  "toc": {
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   "number_sections": true,
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   "title_cell": "Table of Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
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    "lenType": 16,
    "lenVar": 40
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
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     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   "types_to_exclude": [
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